--- _id: '14711' abstract: - lang: eng text: "In nature, different species find their niche in a range of environments, each with its unique characteristics. While some thrive in uniform (homogeneous) landscapes where environmental conditions stay relatively consistent across space, others traverse the complexities of spatially heterogeneous terrains. Comprehending how species are distributed and how they interact within these landscapes holds the key to gaining insights into their evolutionary dynamics while also informing conservation and management strategies.\r\n\r\nFor species inhabiting heterogeneous landscapes, when the rate of dispersal is low compared to spatial fluctuations in selection pressure, localized adaptations may emerge. Such adaptation in response to varying selection strengths plays an important role in the persistence of populations in our rapidly changing world. Hence, species in nature are continuously in a struggle to adapt to local environmental conditions, to ensure their continued survival. Natural populations can often adapt in time scales short enough for evolutionary changes to influence ecological dynamics and vice versa, thereby creating a feedback between evolution and demography. The analysis of this feedback and the relative contributions of gene flow, demography, drift, and natural selection to genetic variation and differentiation has remained a recurring theme in evolutionary biology. Nevertheless, the effective role of these forces in maintaining variation and shaping patterns of diversity is not fully understood. Even in homogeneous environments devoid of local adaptations, such understanding remains elusive. Understanding this feedback is crucial, for example in determining the conditions under which extinction risk can be mitigated in peripheral populations subject to deleterious mutation accumulation at the edges of species’ ranges\r\nas well as in highly fragmented populations.\r\n\r\nIn this thesis we explore both uniform and spatially heterogeneous metapopulations, investigating and providing theoretical insights into the dynamics of local adaptation in the latter and examining the dynamics of load and extinction as well as the impact of joint ecological and evolutionary (eco-evolutionary) dynamics in the former. The thesis is divided into 5 chapters.\r\n\r\nChapter 1 provides a general introduction into the subject matter, clarifying concepts and ideas used throughout the thesis. In chapter 2, we explore how fast a species distributed across a heterogeneous landscape adapts to changing conditions marked by alterations in carrying capacity, selection pressure, and migration rate.\r\n\r\nIn chapter 3, we investigate how migration selection and drift influences adaptation and the maintenance of variation in a metapopulation with three habitats, an extension of previous models of adaptation in two habitats. We further develop analytical approximations for the critical threshold required for polymorphism to persist.\r\n\r\nThe focus of chapter 4 of the thesis is on understanding the interplay between ecology and evolution as coupled processes. We investigate how eco-evolutionary feedback between migration, selection, drift, and demography influences eco-evolutionary outcomes in marginal populations subject to deleterious mutation accumulation. Using simulations as well as theoretical approximations of the coupled dynamics of population size and allele frequency, we analyze how gene flow from a large mainland source influences genetic load and population size on an island (i.e., in a marginal population) under genetically realistic assumptions. Analyses of this sort are important because small isolated populations, are repeatedly affected by complex interactions between ecological and evolutionary processes, which can lead to their death. Understanding these interactions can therefore provide an insight into the conditions under which extinction risk can be mitigated in peripheral populations thus, contributing to conservation and restoration efforts.\r\n\r\nChapter 5 extends the analysis in chapter 4 to consider the dynamics of load (due to deleterious mutation accumulation) and extinction risk in a metapopulation. We explore the role of gene flow, selection, and dominance on load and extinction risk and further pinpoint critical thresholds required for metapopulation persistence.\r\n\r\nOverall this research contributes to our understanding of ecological and evolutionary mechanisms that shape species’ persistence in fragmented landscapes, a crucial foundation for successful conservation efforts and biodiversity management." acknowledged_ssus: - _id: SSU alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Oluwafunmilola O full_name: Olusanya, Oluwafunmilola O id: 41AD96DC-F248-11E8-B48F-1D18A9856A87 last_name: Olusanya orcid: 0000-0003-1971-8314 date_created: 2023-12-26T22:49:53Z date_published: 2024-01-19T00:00:00Z date_updated: 2025-05-26T09:05:10Z day: '19' ddc: - '576' degree_awarded: MS department: - _id: NiBa - _id: GradSch doi: 10.15479/at:ista:14711 ec_funded: 1 file: - access_level: closed checksum: de179b1c6758f182ff0c70d8b38c1501 content_type: application/zip creator: oolusany date_created: 2024-01-03T18:30:13Z date_updated: 2024-01-03T18:30:13Z file_id: '14730' file_name: FinalSubmission_Thesis_OLUSANYA.zip file_size: 16986244 relation: source_file - access_level: open_access checksum: 0e331585e3cd4823320aab4e69e64ccf content_type: application/pdf creator: oolusany date_created: 2024-01-03T18:31:34Z date_updated: 2024-01-03T18:31:34Z file_id: '14731' file_name: FinalSubmission2_Thesis_OLUSANYA.pdf file_size: 6460403 relation: main_file success: 1 file_date_updated: 2024-01-03T18:31:34Z has_accepted_license: '1' language: - iso: eng license: https://creativecommons.org/licenses/by-nc-sa/4.0/ month: '01' oa: 1 oa_version: Published Version page: '183' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: c08d3278-5a5b-11eb-8a69-fdb09b55f4b8 grant_number: P32896 name: Causes and consequences of population fragmentation - _id: 34c872fe-11ca-11ed-8bc3-8534b82131e6 grant_number: '26380' name: Polygenic Adaptation in a Metapopulation publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '10658' relation: part_of_dissertation status: public - id: '10787' relation: part_of_dissertation status: public - id: '14732' relation: part_of_dissertation status: public status: public supervisor: - first_name: Nicholas H full_name: Barton, Nicholas H id: 4880FE40-F248-11E8-B48F-1D18A9856A87 last_name: Barton orcid: 0000-0002-8548-5240 - first_name: Jitka full_name: Polechova, Jitka last_name: Polechova - first_name: Himani full_name: Sachdeva, Himani last_name: Sachdeva title: Local adaptation, genetic load and extinction in metapopulations tmp: image: /images/cc_by_nc_sa.png legal_code_url: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) short: CC BY-NC-SA (4.0) type: dissertation user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 year: '2024' ... --- _id: '14821' alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Heloisa full_name: Chiossi, Heloisa id: 2BBA502C-F248-11E8-B48F-1D18A9856A87 last_name: Chiossi citation: ama: Chiossi HSC. Adaptive hierarchical representations in the hippocampus. 2024. doi:10.15479/at:ista:14821 apa: Chiossi, H. S. C. (2024). Adaptive hierarchical representations in the hippocampus. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:14821 chicago: Chiossi, Heloisa S. C. “Adaptive Hierarchical Representations in the Hippocampus.” Institute of Science and Technology Austria, 2024. https://doi.org/10.15479/at:ista:14821. ieee: H. S. C. Chiossi, “Adaptive hierarchical representations in the hippocampus,” Institute of Science and Technology Austria, 2024. ista: Chiossi HSC. 2024. Adaptive hierarchical representations in the hippocampus. Institute of Science and Technology Austria. mla: Chiossi, Heloisa S. C. Adaptive Hierarchical Representations in the Hippocampus. Institute of Science and Technology Austria, 2024, doi:10.15479/at:ista:14821. short: H.S.C. Chiossi, Adaptive Hierarchical Representations in the Hippocampus, Institute of Science and Technology Austria, 2024. date_created: 2024-01-16T14:25:21Z date_published: 2024-01-19T00:00:00Z date_updated: 2024-02-01T09:50:29Z day: '19' ddc: - '570' degree_awarded: PhD department: - _id: GradSch - _id: JoCs doi: 10.15479/at:ista:14821 ec_funded: 1 file: - access_level: closed checksum: d3fa3de1abd5af5204c13e9d55375615 content_type: application/vnd.openxmlformats-officedocument.wordprocessingml.document creator: hchiossi date_created: 2024-01-19T11:04:05Z date_updated: 2024-01-19T11:04:05Z file_id: '14838' file_name: PhD_Thesis_190124.docx file_size: 8656268 relation: source_file - access_level: closed checksum: 13adc8dcfb5b6b18107f89f0a98fa8bd content_type: application/pdf creator: hchiossi date_created: 2024-01-19T11:03:59Z date_updated: 2024-01-19T11:03:59Z embargo: 2025-01-19 embargo_to: open_access file_id: '14839' file_name: PhD_Thesis_190124.pdf file_size: 6567275 relation: main_file file_date_updated: 2024-01-19T11:04:05Z has_accepted_license: '1' language: - iso: eng month: '01' oa_version: Published Version page: '89' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria status: public supervisor: - first_name: Jozsef L full_name: Csicsvari, Jozsef L id: 3FA14672-F248-11E8-B48F-1D18A9856A87 last_name: Csicsvari orcid: 0000-0002-5193-4036 title: Adaptive hierarchical representations in the hippocampus type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2024' ... --- _id: '15020' abstract: - lang: eng text: "This thesis consists of four distinct pieces of work within theoretical biology, with two themes in common: the concept of optimization in biological systems, and the use of information-theoretic tools to quantify biological stochasticity and statistical uncertainty.\r\nChapter 2 develops a statistical framework for studying biological systems which we believe to be optimized for a particular utility function, such as retinal neurons conveying information about visual stimuli. We formalize such beliefs as maximum-entropy Bayesian priors, constrained by the expected utility. We explore how such priors aid inference of system parameters with limited data and enable optimality hypothesis testing: is the utility higher than by chance?\r\nChapter 3 examines the ultimate biological optimization process: evolution by natural selection. As some individuals survive and reproduce more successfully than others, populations evolve towards fitter genotypes and phenotypes. We formalize this as accumulation of genetic information, and use population genetics theory to study how much such information can be accumulated per generation and maintained in the face of random mutation and genetic drift. We identify the population size and fitness variance as the key quantities that control information accumulation and maintenance.\r\nChapter 4 reuses the concept of genetic information from Chapter 3, but from a different perspective: we ask how much genetic information organisms actually need, in particular in the context of gene regulation. For example, how much information is needed to bind transcription factors at correct locations within the genome? Population genetics provides us with a refined answer: with an increasing population size, populations achieve higher fitness by maintaining more genetic information. Moreover, regulatory parameters experience selection pressure to optimize the fitness-information trade-off, i.e. minimize the information needed for a given fitness. This provides an evolutionary derivation of the optimization priors introduced in Chapter 2.\r\nChapter 5 proves an upper bound on mutual information between a signal and a communication channel output (such as neural activity). Mutual information is an important utility measure for biological systems, but its practical use can be difficult due to the large dimensionality of many biological channels. Sometimes, a lower bound on mutual information is computed by replacing the high-dimensional channel outputs with decodes (signal estimates). Our result provides a corresponding upper bound, provided that the decodes are the maximum posterior estimates of the signal." acknowledged_ssus: - _id: ScienComp alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Michal full_name: Hledik, Michal id: 4171253A-F248-11E8-B48F-1D18A9856A87 last_name: Hledik citation: ama: Hledik M. Genetic information and biological optimization. 2024. doi:10.15479/at:ista:15020 apa: Hledik, M. (2024). Genetic information and biological optimization. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:15020 chicago: Hledik, Michal. “Genetic Information and Biological Optimization.” Institute of Science and Technology Austria, 2024. https://doi.org/10.15479/at:ista:15020. ieee: M. Hledik, “Genetic information and biological optimization,” Institute of Science and Technology Austria, 2024. ista: Hledik M. 2024. Genetic information and biological optimization. Institute of Science and Technology Austria. mla: Hledik, Michal. Genetic Information and Biological Optimization. Institute of Science and Technology Austria, 2024, doi:10.15479/at:ista:15020. short: M. Hledik, Genetic Information and Biological Optimization, Institute of Science and Technology Austria, 2024. date_created: 2024-02-23T14:02:04Z date_published: 2024-02-23T00:00:00Z date_updated: 2025-06-30T13:21:09Z day: '23' ddc: - '576' - '519' department: - _id: GradSch - _id: NiBa - _id: GaTk doi: 10.15479/at:ista:15020 ec_funded: 1 file: - access_level: open_access checksum: b2d3da47c98d481577a4baf68944fe41 content_type: application/pdf creator: mhledik date_created: 2024-02-23T13:50:53Z date_updated: 2024-02-23T13:50:53Z file_id: '15021' file_name: hledik thesis pdfa 2b.pdf file_size: 7102089 relation: main_file success: 1 - access_level: closed checksum: eda9b9430da2610fee7ce1c1419a479a content_type: application/zip creator: mhledik date_created: 2024-02-23T13:50:54Z date_updated: 2024-02-23T14:20:16Z file_id: '15022' file_name: hledik thesis source.zip file_size: 14014790 relation: source_file file_date_updated: 2024-02-23T14:20:16Z has_accepted_license: '1' keyword: - Theoretical biology - Optimality - Evolution - Information language: - iso: eng month: '02' oa: 1 oa_version: Published Version page: '158' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: 2665AAFE-B435-11E9-9278-68D0E5697425 grant_number: RGP0034/2018 name: Can evolution minimize spurious signaling crosstalk to reach optimal performance? - _id: bd6958e0-d553-11ed-ba76-86eba6a76c00 grant_number: '101055327' name: Understanding the evolution of continuous genomes publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '7553' relation: part_of_dissertation status: public - id: '7606' relation: part_of_dissertation status: public - id: '12081' relation: part_of_dissertation status: public status: public supervisor: - first_name: Nicholas H full_name: Barton, Nicholas H id: 4880FE40-F248-11E8-B48F-1D18A9856A87 last_name: Barton orcid: 0000-0002-8548-5240 - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 title: Genetic information and biological optimization type: dissertation user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 year: '2024' ... --- _id: '14317' abstract: - lang: eng text: "Markov decision processes can be viewed as transformers of probability distributions. While this view is useful from a practical standpoint to reason about trajectories of distributions, basic reachability and safety problems are known to be computationally intractable (i.e., Skolem-hard) to solve in such models. Further, we show that even for simple examples of MDPs, strategies for safety objectives over distributions can require infinite memory and randomization.\r\nIn light of this, we present a novel overapproximation approach to synthesize strategies in an MDP, such that a safety objective over the distributions is met. More precisely, we develop a new framework for template-based synthesis of certificates as affine distributional and inductive invariants for safety objectives in MDPs. We provide two algorithms within this framework. One can only synthesize memoryless strategies, but has relative completeness guarantees, while the other can synthesize general strategies. The runtime complexity of both algorithms is in PSPACE. We implement these algorithms and show that they can solve several non-trivial examples." acknowledgement: This work was supported in part by the ERC CoG 863818 (FoRM-SMArt) and the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 665385 as well as DST/CEFIPRA/INRIA project EQuaVE and SERB Matrices grant MTR/2018/00074. alternative_title: - LNCS article_processing_charge: Yes (in subscription journal) author: - first_name: S. full_name: Akshay, S. last_name: Akshay - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Tobias full_name: Meggendorfer, Tobias id: b21b0c15-30a2-11eb-80dc-f13ca25802e1 last_name: Meggendorfer orcid: 0000-0002-1712-2165 - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: 'Akshay S, Chatterjee K, Meggendorfer T, Zikelic D. MDPs as distribution transformers: Affine invariant synthesis for safety objectives. In: International Conference on Computer Aided Verification. Vol 13966. Springer Nature; 2023:86-112. doi:10.1007/978-3-031-37709-9_5' apa: 'Akshay, S., Chatterjee, K., Meggendorfer, T., & Zikelic, D. (2023). MDPs as distribution transformers: Affine invariant synthesis for safety objectives. In International Conference on Computer Aided Verification (Vol. 13966, pp. 86–112). Paris, France: Springer Nature. https://doi.org/10.1007/978-3-031-37709-9_5' chicago: 'Akshay, S., Krishnendu Chatterjee, Tobias Meggendorfer, and Dorde Zikelic. “MDPs as Distribution Transformers: Affine Invariant Synthesis for Safety Objectives.” In International Conference on Computer Aided Verification, 13966:86–112. Springer Nature, 2023. https://doi.org/10.1007/978-3-031-37709-9_5.' ieee: 'S. Akshay, K. Chatterjee, T. Meggendorfer, and D. Zikelic, “MDPs as distribution transformers: Affine invariant synthesis for safety objectives,” in International Conference on Computer Aided Verification, Paris, France, 2023, vol. 13966, pp. 86–112.' ista: 'Akshay S, Chatterjee K, Meggendorfer T, Zikelic D. 2023. MDPs as distribution transformers: Affine invariant synthesis for safety objectives. International Conference on Computer Aided Verification. CAV: Computer Aided Verification, LNCS, vol. 13966, 86–112.' mla: 'Akshay, S., et al. “MDPs as Distribution Transformers: Affine Invariant Synthesis for Safety Objectives.” International Conference on Computer Aided Verification, vol. 13966, Springer Nature, 2023, pp. 86–112, doi:10.1007/978-3-031-37709-9_5.' short: S. Akshay, K. Chatterjee, T. Meggendorfer, D. Zikelic, in:, International Conference on Computer Aided Verification, Springer Nature, 2023, pp. 86–112. conference: end_date: 2023-07-22 location: Paris, France name: 'CAV: Computer Aided Verification' start_date: 2023-07-17 date_created: 2023-09-10T22:01:12Z date_published: 2023-07-17T00:00:00Z date_updated: 2025-07-14T09:09:56Z day: '17' ddc: - '000' department: - _id: KrCh doi: 10.1007/978-3-031-37709-9_5 ec_funded: 1 file: - access_level: open_access checksum: f143c8eedf609f20f2aad2eeb496d53f content_type: application/pdf creator: dernst date_created: 2023-09-20T08:46:43Z date_updated: 2023-09-20T08:46:43Z file_id: '14349' file_name: 2023_LNCS_Akshay.pdf file_size: 531745 relation: main_file success: 1 file_date_updated: 2023-09-20T08:46:43Z has_accepted_license: '1' intvolume: ' 13966' language: - iso: eng month: '07' oa: 1 oa_version: Published Version page: 86-112 project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' publication: International Conference on Computer Aided Verification publication_identifier: eissn: - 1611-3349 isbn: - '9783031377082' issn: - 0302-9743 publication_status: published publisher: Springer Nature quality_controlled: '1' scopus_import: '1' status: public title: 'MDPs as distribution transformers: Affine invariant synthesis for safety objectives' tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: conference user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 13966 year: '2023' ... --- _id: '14506' abstract: - lang: eng text: "Payment channel networks are a promising approach to improve the scalability bottleneck\r\nof cryptocurrencies. Two design principles behind payment channel networks are\r\nefficiency and privacy. Payment channel networks improve efficiency by allowing users\r\nto transact in a peer-to-peer fashion along multi-hop routes in the network, avoiding\r\nthe lengthy process of consensus on the blockchain. Transacting over payment channel\r\nnetworks also improves privacy as these transactions are not broadcast to the blockchain.\r\nDespite the influx of recent protocols built on top of payment channel networks and\r\ntheir analysis, a common shortcoming of many of these protocols is that they typically\r\nfocus only on either improving efficiency or privacy, but not both. Another limitation\r\non the efficiency front is that the models used to model actions, costs and utilities of\r\nusers are limited or come with unrealistic assumptions.\r\nThis thesis aims to address some of the shortcomings of recent protocols and algorithms\r\non payment channel networks, particularly in their privacy and efficiency aspects. We\r\nfirst present a payment route discovery protocol based on hub labelling and private\r\ninformation retrieval that hides the route query and is also efficient. We then present\r\na rebalancing protocol that formulates the rebalancing problem as a linear program\r\nand solves the linear program using multiparty computation so as to hide the channel\r\nbalances. The rebalancing solution as output by our protocol is also globally optimal.\r\nWe go on to develop more realistic models of the action space, costs, and utilities of\r\nboth existing and new users that want to join the network. In each of these settings,\r\nwe also develop algorithms to optimise the utility of these users with good guarantees\r\non the approximation and competitive ratios." alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Michelle X full_name: Yeo, Michelle X id: 2D82B818-F248-11E8-B48F-1D18A9856A87 last_name: Yeo orcid: 0009-0001-3676-4809 citation: ama: Yeo MX. Advances in efficiency and privacy in payment channel network analysis. 2023. doi:10.15479/14506 apa: Yeo, M. X. (2023). Advances in efficiency and privacy in payment channel network analysis. Institute of Science and Technology Austria. https://doi.org/10.15479/14506 chicago: Yeo, Michelle X. “Advances in Efficiency and Privacy in Payment Channel Network Analysis.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/14506. ieee: M. X. Yeo, “Advances in efficiency and privacy in payment channel network analysis,” Institute of Science and Technology Austria, 2023. ista: Yeo MX. 2023. Advances in efficiency and privacy in payment channel network analysis. Institute of Science and Technology Austria. mla: Yeo, Michelle X. Advances in Efficiency and Privacy in Payment Channel Network Analysis. Institute of Science and Technology Austria, 2023, doi:10.15479/14506. short: M.X. Yeo, Advances in Efficiency and Privacy in Payment Channel Network Analysis, Institute of Science and Technology Austria, 2023. date_created: 2023-11-10T08:10:43Z date_published: 2023-11-10T00:00:00Z date_updated: 2025-07-14T09:09:52Z day: '10' ddc: - '000' degree_awarded: PhD department: - _id: GradSch - _id: KrPi doi: 10.15479/14506 ec_funded: 1 file: - access_level: closed checksum: 521c72818d720a52b377207b2ee87b6a content_type: application/x-zip-compressed creator: cchlebak date_created: 2023-11-23T10:29:55Z date_updated: 2023-11-23T10:29:55Z file_id: '14598' file_name: thesis_yeo.zip file_size: 3037720 relation: source_file - access_level: open_access checksum: 0ed5d16899687aecf13d843c9878c9f2 content_type: application/pdf creator: cchlebak date_created: 2023-11-23T10:30:08Z date_updated: 2023-11-23T10:30:08Z file_id: '14599' file_name: thesis_yeo.pdf file_size: 2717256 relation: main_file success: 1 file_date_updated: 2023-11-23T10:30:08Z has_accepted_license: '1' language: - iso: eng month: '11' oa: 1 oa_version: Published Version page: '162' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '9969' relation: part_of_dissertation status: public - id: '14490' relation: part_of_dissertation status: public - id: '13238' relation: part_of_dissertation status: public status: public supervisor: - first_name: Krzysztof Z full_name: Pietrzak, Krzysztof Z id: 3E04A7AA-F248-11E8-B48F-1D18A9856A87 last_name: Pietrzak orcid: 0000-0002-9139-1654 title: Advances in efficiency and privacy in payment channel network analysis type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14510' acknowledged_ssus: - _id: EM-Fac - _id: Bio - _id: LifeSc alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Nataliia full_name: Gnyliukh, Nataliia id: 390C1120-F248-11E8-B48F-1D18A9856A87 last_name: Gnyliukh orcid: 0000-0002-2198-0509 citation: ama: Gnyliukh N. Mechanism of clathrin-coated vesicle  formation during endocytosis in plants. 2023. doi:10.15479/at:ista:14510 apa: Gnyliukh, N. (2023). Mechanism of clathrin-coated vesicle  formation during endocytosis in plants. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:14510 chicago: Gnyliukh, Nataliia. “Mechanism of Clathrin-Coated Vesicle  Formation during Endocytosis in Plants.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/at:ista:14510. ieee: N. Gnyliukh, “Mechanism of clathrin-coated vesicle  formation during endocytosis in plants,” Institute of Science and Technology Austria, 2023. ista: Gnyliukh N. 2023. Mechanism of clathrin-coated vesicle  formation during endocytosis in plants. Institute of Science and Technology Austria. mla: Gnyliukh, Nataliia. Mechanism of Clathrin-Coated Vesicle  Formation during Endocytosis in Plants. Institute of Science and Technology Austria, 2023, doi:10.15479/at:ista:14510. short: N. Gnyliukh, Mechanism of Clathrin-Coated Vesicle  Formation during Endocytosis in Plants, Institute of Science and Technology Austria, 2023. date_created: 2023-11-10T09:10:06Z date_published: 2023-11-10T00:00:00Z date_updated: 2024-03-25T23:30:25Z day: '10' ddc: - '570' degree_awarded: PhD department: - _id: GradSch - _id: JiFr - _id: MaLo doi: 10.15479/at:ista:14510 ec_funded: 1 file: - access_level: closed checksum: 3d5e680bfc61f98e308c434f45cc9bd6 content_type: application/vnd.openxmlformats-officedocument.wordprocessingml.document creator: ngnyliuk date_created: 2023-11-20T09:18:51Z date_updated: 2023-11-20T09:18:51Z file_id: '14567' file_name: Thesis_Gnyliukh_final_08_11_23.docx file_size: 20824903 relation: source_file - access_level: closed checksum: bfc96d47fc4e7e857dd71656097214a4 content_type: application/pdf creator: ngnyliuk date_created: 2023-11-20T09:23:11Z date_updated: 2023-11-23T13:10:55Z embargo: 2024-11-23 embargo_to: open_access file_id: '14568' file_name: Thesis_Gnyliukh_final_20_11_23.pdf file_size: 24871844 relation: main_file file_date_updated: 2023-11-23T13:10:55Z has_accepted_license: '1' keyword: - Clathrin-Mediated Endocytosis - vesicle scission - Dynamin-Related Protein 2 - SH3P2 - TPLATE complex - Total internal reflection fluorescence microscopy - Arabidopsis thaliana language: - iso: eng month: '11' oa_version: Published Version page: '180' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: isbn: - 978-3-99078-037-4 issn: - 2663-337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '14591' relation: part_of_dissertation status: public - id: '9887' relation: part_of_dissertation status: public - id: '8139' relation: part_of_dissertation status: public status: public supervisor: - first_name: Jiří full_name: Friml, Jiří id: 4159519E-F248-11E8-B48F-1D18A9856A87 last_name: Friml orcid: 0000-0002-8302-7596 - first_name: Martin full_name: Loose, Martin id: 462D4284-F248-11E8-B48F-1D18A9856A87 last_name: Loose orcid: 0000-0001-7309-9724 title: Mechanism of clathrin-coated vesicle formation during endocytosis in plants tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14518' abstract: - lang: eng text: We consider bidding games, a class of two-player zero-sum graph games. The game proceeds as follows. Both players have bounded budgets. A token is placed on a vertex of a graph, in each turn the players simultaneously submit bids, and the higher bidder moves the token, where we break bidding ties in favor of Player 1. Player 1 wins the game iff the token visits a designated target vertex. We consider, for the first time, poorman discrete-bidding in which the granularity of the bids is restricted and the higher bid is paid to the bank. Previous work either did not impose granularity restrictions or considered Richman bidding (bids are paid to the opponent). While the latter mechanisms are technically more accessible, the former is more appealing from a practical standpoint. Our study focuses on threshold budgets, which is the necessary and sufficient initial budget required for Player 1 to ensure winning against a given Player 2 budget. We first show existence of thresholds. In DAGs, we show that threshold budgets can be approximated with error bounds by thresholds under continuous-bidding and that they exhibit a periodic behavior. We identify closed-form solutions in special cases. We implement and experiment with an algorithm to find threshold budgets. acknowledgement: This research was supported in part by ISF grant no. 1679/21, ERC CoG 863818 (FoRM-SMArt) and the European Union’s Horizon 2020 research and innovation programme under the Marie SkłodowskaCurie Grant Agreement No. 665385. article_processing_charge: No arxiv: 1 author: - first_name: Guy full_name: Avni, Guy id: 463C8BC2-F248-11E8-B48F-1D18A9856A87 last_name: Avni orcid: 0000-0001-5588-8287 - first_name: Tobias full_name: Meggendorfer, Tobias id: b21b0c15-30a2-11eb-80dc-f13ca25802e1 last_name: Meggendorfer orcid: 0000-0002-1712-2165 - first_name: Suman full_name: Sadhukhan, Suman last_name: Sadhukhan - first_name: Josef full_name: Tkadlec, Josef id: 3F24CCC8-F248-11E8-B48F-1D18A9856A87 last_name: Tkadlec orcid: 0000-0002-1097-9684 - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: 'Avni G, Meggendorfer T, Sadhukhan S, Tkadlec J, Zikelic D. Reachability poorman discrete-bidding games. In: Frontiers in Artificial Intelligence and Applications. Vol 372. IOS Press; 2023:141-148. doi:10.3233/FAIA230264' apa: 'Avni, G., Meggendorfer, T., Sadhukhan, S., Tkadlec, J., & Zikelic, D. (2023). Reachability poorman discrete-bidding games. In Frontiers in Artificial Intelligence and Applications (Vol. 372, pp. 141–148). Krakow, Poland: IOS Press. https://doi.org/10.3233/FAIA230264' chicago: Avni, Guy, Tobias Meggendorfer, Suman Sadhukhan, Josef Tkadlec, and Dorde Zikelic. “Reachability Poorman Discrete-Bidding Games.” In Frontiers in Artificial Intelligence and Applications, 372:141–48. IOS Press, 2023. https://doi.org/10.3233/FAIA230264. ieee: G. Avni, T. Meggendorfer, S. Sadhukhan, J. Tkadlec, and D. Zikelic, “Reachability poorman discrete-bidding games,” in Frontiers in Artificial Intelligence and Applications, Krakow, Poland, 2023, vol. 372, pp. 141–148. ista: 'Avni G, Meggendorfer T, Sadhukhan S, Tkadlec J, Zikelic D. 2023. Reachability poorman discrete-bidding games. Frontiers in Artificial Intelligence and Applications. ECAI: European Conference on Artificial Intelligence vol. 372, 141–148.' mla: Avni, Guy, et al. “Reachability Poorman Discrete-Bidding Games.” Frontiers in Artificial Intelligence and Applications, vol. 372, IOS Press, 2023, pp. 141–48, doi:10.3233/FAIA230264. short: G. Avni, T. Meggendorfer, S. Sadhukhan, J. Tkadlec, D. Zikelic, in:, Frontiers in Artificial Intelligence and Applications, IOS Press, 2023, pp. 141–148. conference: end_date: 2023-10-04 location: Krakow, Poland name: 'ECAI: European Conference on Artificial Intelligence' start_date: 2023-09-30 date_created: 2023-11-12T23:00:56Z date_published: 2023-09-28T00:00:00Z date_updated: 2025-07-14T09:09:57Z day: '28' ddc: - '000' department: - _id: ToHe - _id: KrCh doi: 10.3233/FAIA230264 ec_funded: 1 external_id: arxiv: - '2307.15218' file: - access_level: open_access checksum: 1390ca38480fa4cf286b0f1a42e8c12f content_type: application/pdf creator: dernst date_created: 2023-11-13T10:16:10Z date_updated: 2023-11-13T10:16:10Z file_id: '14529' file_name: 2023_FAIA_Avni.pdf file_size: 501011 relation: main_file success: 1 file_date_updated: 2023-11-13T10:16:10Z has_accepted_license: '1' intvolume: ' 372' language: - iso: eng license: https://creativecommons.org/licenses/by-nc/4.0/ month: '09' oa: 1 oa_version: Published Version page: 141-148 project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' publication: Frontiers in Artificial Intelligence and Applications publication_identifier: isbn: - '9781643684369' issn: - 0922-6389 publication_status: published publisher: IOS Press quality_controlled: '1' scopus_import: '1' status: public title: Reachability poorman discrete-bidding games tmp: image: /images/cc_by_nc.png legal_code_url: https://creativecommons.org/licenses/by-nc/4.0/legalcode name: Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) short: CC BY-NC (4.0) type: conference user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 372 year: '2023' ... --- _id: '14539' abstract: - lang: eng text: "Stochastic systems provide a formal framework for modelling and quantifying uncertainty in systems and have been widely adopted in many application domains. Formal\r\nverification and control of finite state stochastic systems, a subfield of formal methods\r\nalso known as probabilistic model checking, is well studied. In contrast, formal verification and control of infinite state stochastic systems have received comparatively\r\nless attention. However, infinite state stochastic systems commonly arise in practice.\r\nFor instance, probabilistic models that contain continuous probability distributions such\r\nas normal or uniform, or stochastic dynamical systems which are a classical model for\r\ncontrol under uncertainty, both give rise to infinite state systems.\r\nThe goal of this thesis is to contribute to laying theoretical and algorithmic foundations\r\nof fully automated formal verification and control of infinite state stochastic systems,\r\nwith a particular focus on systems that may be executed over a long or infinite time.\r\nWe consider formal verification of infinite state stochastic systems in the setting of\r\nstatic analysis of probabilistic programs and formal control in the setting of controller\r\nsynthesis in stochastic dynamical systems. For both problems, we present some of the\r\nfirst fully automated methods for probabilistic (a.k.a. quantitative) reachability and\r\nsafety analysis applicable to infinite time horizon systems. We also advance the state\r\nof the art of probability 1 (a.k.a. qualitative) reachability analysis for both problems.\r\nFinally, for formal controller synthesis in stochastic dynamical systems, we present a\r\nnovel framework for learning neural network control policies in stochastic dynamical\r\nsystems with formal guarantees on correctness with respect to quantitative reachability,\r\nsafety or reach-avoid specifications.\r\n" alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: Zikelic D. Automated verification and control of infinite state stochastic systems. 2023. doi:10.15479/14539 apa: Zikelic, D. (2023). Automated verification and control of infinite state stochastic systems. Institute of Science and Technology Austria. https://doi.org/10.15479/14539 chicago: Zikelic, Dorde. “Automated Verification and Control of Infinite State Stochastic Systems.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/14539. ieee: D. Zikelic, “Automated verification and control of infinite state stochastic systems,” Institute of Science and Technology Austria, 2023. ista: Zikelic D. 2023. Automated verification and control of infinite state stochastic systems. Institute of Science and Technology Austria. mla: Zikelic, Dorde. Automated Verification and Control of Infinite State Stochastic Systems. Institute of Science and Technology Austria, 2023, doi:10.15479/14539. short: D. Zikelic, Automated Verification and Control of Infinite State Stochastic Systems, Institute of Science and Technology Austria, 2023. date_created: 2023-11-15T13:39:10Z date_published: 2023-11-15T00:00:00Z date_updated: 2025-07-14T09:10:10Z day: '15' ddc: - '000' degree_awarded: PhD department: - _id: KrCh - _id: GradSch doi: 10.15479/14539 ec_funded: 1 file: - access_level: open_access checksum: f23e002b0059ca78e1fbb864da52dd7e content_type: application/pdf creator: cchlebak date_created: 2023-11-15T13:43:28Z date_updated: 2023-11-15T13:43:28Z file_id: '14540' file_name: main.pdf file_size: 2116426 relation: main_file success: 1 - access_level: closed checksum: 80ca37618a3c7b59866875f8be9b15ed content_type: application/x-zip-compressed creator: cchlebak date_created: 2023-11-15T13:44:24Z date_updated: 2023-11-15T13:44:24Z file_id: '14541' file_name: thesis_source.zip file_size: 35884057 relation: source_file file_date_updated: 2023-11-15T13:44:24Z language: - iso: eng month: '11' oa: 1 oa_version: Published Version page: '256' project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: isbn: - 978-3-99078-036-7 issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '1194' relation: part_of_dissertation status: public - id: '12000' relation: part_of_dissertation status: public - id: '12511' relation: part_of_dissertation status: public - id: '14600' relation: part_of_dissertation status: public - id: '14601' relation: part_of_dissertation status: public - id: '9644' relation: part_of_dissertation status: public - id: '10414' relation: part_of_dissertation status: public status: public supervisor: - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X title: Automated verification and control of infinite state stochastic systems tmp: image: /images/cc_by_nc_sa.png legal_code_url: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) short: CC BY-NC-SA (4.0) type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14559' abstract: - lang: eng text: We consider the problem of learning control policies in discrete-time stochastic systems which guarantee that the system stabilizes within some specified stabilization region with probability 1. Our approach is based on the novel notion of stabilizing ranking supermartingales (sRSMs) that we introduce in this work. Our sRSMs overcome the limitation of methods proposed in previous works whose applicability is restricted to systems in which the stabilizing region cannot be left once entered under any control policy. We present a learning procedure that learns a control policy together with an sRSM that formally certifies probability 1 stability, both learned as neural networks. We show that this procedure can also be adapted to formally verifying that, under a given Lipschitz continuous control policy, the stochastic system stabilizes within some stabilizing region with probability 1. Our experimental evaluation shows that our learning procedure can successfully learn provably stabilizing policies in practice. acknowledgement: This work was supported in part by the ERC-2020-AdG 101020093, ERC CoG 863818 (FoRM-SMArt) and the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 665385. alternative_title: - LNCS article_processing_charge: No author: - first_name: Matin full_name: Ansaripour, Matin last_name: Ansaripour - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Thomas A full_name: Henzinger, Thomas A id: 40876CD8-F248-11E8-B48F-1D18A9856A87 last_name: Henzinger orcid: 0000-0002-2985-7724 - first_name: Mathias full_name: Lechner, Mathias id: 3DC22916-F248-11E8-B48F-1D18A9856A87 last_name: Lechner - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: 'Ansaripour M, Chatterjee K, Henzinger TA, Lechner M, Zikelic D. Learning provably stabilizing neural controllers for discrete-time stochastic systems. In: 21st International Symposium on Automated Technology for Verification and Analysis. Vol 14215. Springer Nature; 2023:357-379. doi:10.1007/978-3-031-45329-8_17' apa: 'Ansaripour, M., Chatterjee, K., Henzinger, T. A., Lechner, M., & Zikelic, D. (2023). Learning provably stabilizing neural controllers for discrete-time stochastic systems. In 21st International Symposium on Automated Technology for Verification and Analysis (Vol. 14215, pp. 357–379). Singapore, Singapore: Springer Nature. https://doi.org/10.1007/978-3-031-45329-8_17' chicago: Ansaripour, Matin, Krishnendu Chatterjee, Thomas A Henzinger, Mathias Lechner, and Dorde Zikelic. “Learning Provably Stabilizing Neural Controllers for Discrete-Time Stochastic Systems.” In 21st International Symposium on Automated Technology for Verification and Analysis, 14215:357–79. Springer Nature, 2023. https://doi.org/10.1007/978-3-031-45329-8_17. ieee: M. Ansaripour, K. Chatterjee, T. A. Henzinger, M. Lechner, and D. Zikelic, “Learning provably stabilizing neural controllers for discrete-time stochastic systems,” in 21st International Symposium on Automated Technology for Verification and Analysis, Singapore, Singapore, 2023, vol. 14215, pp. 357–379. ista: 'Ansaripour M, Chatterjee K, Henzinger TA, Lechner M, Zikelic D. 2023. Learning provably stabilizing neural controllers for discrete-time stochastic systems. 21st International Symposium on Automated Technology for Verification and Analysis. ATVA: Automated Technology for Verification and Analysis, LNCS, vol. 14215, 357–379.' mla: Ansaripour, Matin, et al. “Learning Provably Stabilizing Neural Controllers for Discrete-Time Stochastic Systems.” 21st International Symposium on Automated Technology for Verification and Analysis, vol. 14215, Springer Nature, 2023, pp. 357–79, doi:10.1007/978-3-031-45329-8_17. short: M. Ansaripour, K. Chatterjee, T.A. Henzinger, M. Lechner, D. Zikelic, in:, 21st International Symposium on Automated Technology for Verification and Analysis, Springer Nature, 2023, pp. 357–379. conference: end_date: 2023-10-27 location: Singapore, Singapore name: 'ATVA: Automated Technology for Verification and Analysis' start_date: 2023-10-24 date_created: 2023-11-19T23:00:56Z date_published: 2023-10-22T00:00:00Z date_updated: 2025-07-14T09:09:59Z day: '22' department: - _id: ToHe - _id: KrCh doi: 10.1007/978-3-031-45329-8_17 ec_funded: 1 intvolume: ' 14215' language: - iso: eng month: '10' oa_version: None page: 357-379 project: - _id: 62781420-2b32-11ec-9570-8d9b63373d4d call_identifier: H2020 grant_number: '101020093' name: Vigilant Algorithmic Monitoring of Software - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: 21st International Symposium on Automated Technology for Verification and Analysis publication_identifier: eissn: - 1611-3349 isbn: - '9783031453281' issn: - 0302-9743 publication_status: published publisher: Springer Nature quality_controlled: '1' scopus_import: '1' status: public title: Learning provably stabilizing neural controllers for discrete-time stochastic systems type: conference user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 14215 year: '2023' ... --- _id: '14591' abstract: - lang: eng text: Clathrin-mediated endocytosis (CME) is vital for the regulation of plant growth and development by controlling plasma membrane protein composition and cargo uptake. CME relies on the precise recruitment of regulators for vesicle maturation and release. Homologues of components of mammalian vesicle scission are strong candidates to be part of the scissin machinery in plants, but the precise roles of these proteins in this process is not fully understood. Here, we characterised the roles of Plant Dynamin-Related Proteins 2 (DRP2s) and SH3-domain containing protein 2 (SH3P2), the plant homologue to Dynamins’ recruiters, like Endophilin and Amphiphysin, in the CME by combining high-resolution imaging of endocytic events in vivo and characterisation of the purified proteins in vitro. Although DRP2s and SH3P2 arrive similarly late during CME and physically interact, genetic analysis of the Dsh3p1,2,3 triple-mutant and complementation assays with non-SH3P2-interacting DRP2 variants suggests that SH3P2 does not directly recruit DRP2s to the site of endocytosis. These observations imply that despite the presence of many well-conserved endocytic components, plants have acquired a distinct mechanism for CME. One Sentence Summary In contrast to predictions based on mammalian systems, plant Dynamin-related proteins 2 are recruited to the site of Clathrin-mediated endocytosis independently of BAR-SH3 proteins. acknowledged_ssus: - _id: EM-Fac - _id: LifeSc - _id: Bio article_processing_charge: No author: - first_name: Nataliia full_name: Gnyliukh, Nataliia id: 390C1120-F248-11E8-B48F-1D18A9856A87 last_name: Gnyliukh orcid: 0000-0002-2198-0509 - first_name: Alexander J full_name: Johnson, Alexander J id: 46A62C3A-F248-11E8-B48F-1D18A9856A87 last_name: Johnson orcid: 0000-0002-2739-8843 - first_name: Marie-Kristin full_name: Nagel, Marie-Kristin last_name: Nagel - first_name: Aline full_name: Monzer, Aline id: 2DB5D88C-D7B3-11E9-B8FD-7907E6697425 last_name: Monzer - first_name: Annamaria full_name: Hlavata, Annamaria id: 36062FEC-F248-11E8-B48F-1D18A9856A87 last_name: Hlavata - first_name: Erika full_name: Isono, Erika last_name: Isono - first_name: Martin full_name: Loose, Martin id: 462D4284-F248-11E8-B48F-1D18A9856A87 last_name: Loose orcid: 0000-0001-7309-9724 - first_name: Jiří full_name: Friml, Jiří id: 4159519E-F248-11E8-B48F-1D18A9856A87 last_name: Friml orcid: 0000-0002-8302-7596 citation: ama: Gnyliukh N, Johnson AJ, Nagel M-K, et al. Role of dynamin-related proteins 2 and SH3P2 in clathrin-mediated endocytosis in plants. bioRxiv. doi:10.1101/2023.10.09.561523 apa: Gnyliukh, N., Johnson, A. J., Nagel, M.-K., Monzer, A., Hlavata, A., Isono, E., … Friml, J. (n.d.). Role of dynamin-related proteins 2 and SH3P2 in clathrin-mediated endocytosis in plants. bioRxiv. https://doi.org/10.1101/2023.10.09.561523 chicago: Gnyliukh, Nataliia, Alexander J Johnson, Marie-Kristin Nagel, Aline Monzer, Annamaria Hlavata, Erika Isono, Martin Loose, and Jiří Friml. “Role of Dynamin-Related Proteins 2 and SH3P2 in Clathrin-Mediated Endocytosis in Plants.” BioRxiv, n.d. https://doi.org/10.1101/2023.10.09.561523. ieee: N. Gnyliukh et al., “Role of dynamin-related proteins 2 and SH3P2 in clathrin-mediated endocytosis in plants,” bioRxiv. . ista: Gnyliukh N, Johnson AJ, Nagel M-K, Monzer A, Hlavata A, Isono E, Loose M, Friml J. Role of dynamin-related proteins 2 and SH3P2 in clathrin-mediated endocytosis in plants. bioRxiv, 10.1101/2023.10.09.561523. mla: Gnyliukh, Nataliia, et al. “Role of Dynamin-Related Proteins 2 and SH3P2 in Clathrin-Mediated Endocytosis in Plants.” BioRxiv, doi:10.1101/2023.10.09.561523. short: N. Gnyliukh, A.J. Johnson, M.-K. Nagel, A. Monzer, A. Hlavata, E. Isono, M. Loose, J. Friml, BioRxiv (n.d.). date_created: 2023-11-22T10:17:49Z date_published: 2023-10-10T00:00:00Z date_updated: 2023-12-01T13:51:06Z day: '10' department: - _id: JiFr - _id: MaLo - _id: CaBe doi: 10.1101/2023.10.09.561523 ec_funded: 1 language: - iso: eng main_file_link: - open_access: '1' url: https://www.biorxiv.org/content/10.1101/2023.10.09.561523v2 month: '10' oa: 1 oa_version: Preprint project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: bioRxiv publication_status: submitted related_material: record: - id: '14510' relation: dissertation_contains status: public status: public title: Role of dynamin-related proteins 2 and SH3P2 in clathrin-mediated endocytosis in plants type: preprint user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14641' acknowledged_ssus: - _id: LifeSc - _id: Bio - _id: CampIT alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Mike full_name: Hennessey-Wesen, Mike id: 3F338C72-F248-11E8-B48F-1D18A9856A87 last_name: Hennessey-Wesen citation: ama: Hennessey-Wesen M. Adaptive mutation in E. coli modulated by luxS. 2023. doi:10.15479/at:ista:14641 apa: Hennessey-Wesen, M. (2023). Adaptive mutation in E. coli modulated by luxS. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:14641 chicago: Hennessey-Wesen, Mike. “Adaptive Mutation in E. Coli Modulated by LuxS.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/at:ista:14641. ieee: M. Hennessey-Wesen, “Adaptive mutation in E. coli modulated by luxS,” Institute of Science and Technology Austria, 2023. ista: Hennessey-Wesen M. 2023. Adaptive mutation in E. coli modulated by luxS. Institute of Science and Technology Austria. mla: Hennessey-Wesen, Mike. Adaptive Mutation in E. Coli Modulated by LuxS. Institute of Science and Technology Austria, 2023, doi:10.15479/at:ista:14641. short: M. Hennessey-Wesen, Adaptive Mutation in E. Coli Modulated by LuxS, Institute of Science and Technology Austria, 2023. date_created: 2023-12-04T13:17:37Z date_published: 2023-11-30T00:00:00Z date_updated: 2023-12-07T14:12:25Z day: '30' ddc: - '570' degree_awarded: PhD department: - _id: GradSch - _id: BjHo doi: 10.15479/at:ista:14641 ec_funded: 1 file: - access_level: closed checksum: 4127c285b34f4bf7fb31ef24f9d14c25 content_type: application/vnd.oasis.opendocument.text creator: mhenness date_created: 2023-12-06T13:13:26Z date_updated: 2023-12-06T13:13:26Z file_id: '14648' file_name: mike_thesis_v06-12-2023.odt file_size: 46405919 relation: source_file - access_level: closed checksum: f5203a61eddaf35235bbc51904d73982 content_type: application/pdf creator: mhenness date_created: 2023-12-06T13:14:15Z date_updated: 2023-12-06T13:14:15Z embargo: 2024-11-30 embargo_to: open_access file_id: '14649' file_name: mike_thesis_v06-12-2023.pdf file_size: 21282155 relation: main_file file_date_updated: 2023-12-06T13:14:15Z has_accepted_license: '1' keyword: - microfluidics - miceobiology - mutations - quorum sensing language: - iso: eng month: '11' oa_version: Published Version page: '104' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria status: public supervisor: - first_name: Björn full_name: Hof, Björn id: 3A374330-F248-11E8-B48F-1D18A9856A87 last_name: Hof orcid: 0000-0003-2057-2754 title: Adaptive mutation in E. coli modulated by luxS type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14651' abstract: - lang: eng text: 'For self-incompatibility (SI) to be stable in a population, theory predicts that sufficient inbreeding depression (ID) is required: the fitness of offspring from self-mated individuals must be low enough to prevent the spread of self-compatibility (SC). Reviews of natural plant populations have supported this theory, with SI species generally showing high levels of ID. However, there is thought to be an under-sampling of self-incompatible taxa in the current literature. In this thesis, I study inbreeding depression in the SI plant species Antirrhinum majus using both greenhouse crosses and a large collected field dataset. Additionally, the gametophytic S-locus of A. majus is highly heterozygous and polymorphic, thus making assembly and discovery of S-alleles very difficult. Here, 206 new alleles of the male component SLFs are presented, along with a phylogeny showing the high conservation with alleles from another Antirrhinum species. Lastly, selected sites within the protein structure of SLFs are investigated, with one site in particular highlighted as potentially being involved in the SI recognition mechanism.' acknowledged_ssus: - _id: ScienComp alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Louise S full_name: Arathoon, Louise S id: 2CFCFF98-F248-11E8-B48F-1D18A9856A87 last_name: Arathoon orcid: 0000-0003-1771-714X citation: ama: Arathoon LS. Investigating inbreeding depression and the self-incompatibility locus of Antirrhinum majus. 2023. doi:10.15479/at:ista:14651 apa: Arathoon, L. S. (2023). Investigating inbreeding depression and the self-incompatibility locus of Antirrhinum majus. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:14651 chicago: Arathoon, Louise S. “Investigating Inbreeding Depression and the Self-Incompatibility Locus of Antirrhinum Majus.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/at:ista:14651. ieee: L. S. Arathoon, “Investigating inbreeding depression and the self-incompatibility locus of Antirrhinum majus,” Institute of Science and Technology Austria, 2023. ista: Arathoon LS. 2023. Investigating inbreeding depression and the self-incompatibility locus of Antirrhinum majus. Institute of Science and Technology Austria. mla: Arathoon, Louise S. Investigating Inbreeding Depression and the Self-Incompatibility Locus of Antirrhinum Majus. Institute of Science and Technology Austria, 2023, doi:10.15479/at:ista:14651. short: L.S. Arathoon, Investigating Inbreeding Depression and the Self-Incompatibility Locus of Antirrhinum Majus, Institute of Science and Technology Austria, 2023. date_created: 2023-12-11T19:30:37Z date_published: 2023-12-12T00:00:00Z date_updated: 2023-12-22T11:04:45Z day: '12' ddc: - '570' degree_awarded: PhD department: - _id: GradSch - _id: NiBa doi: 10.15479/at:ista:14651 ec_funded: 1 file: - access_level: open_access checksum: 520bdb61e95e66070e02824947d2c5fa content_type: application/pdf creator: larathoo date_created: 2023-12-13T15:37:55Z date_updated: 2023-12-13T15:37:55Z file_id: '14684' file_name: Phd_Thesis_LA.pdf file_size: 34101468 relation: main_file success: 1 - access_level: closed checksum: d8e59afd0817c98fba2564a264508e5c content_type: application/zip creator: larathoo date_created: 2023-12-13T15:42:23Z date_updated: 2023-12-14T08:58:18Z file_id: '14685' file_name: Phd_Thesis_LA.zip file_size: 31052872 relation: source_file - access_level: closed checksum: 9a778c949932286f4519e1f1fca2820d content_type: application/zip creator: larathoo date_created: 2023-12-11T19:24:59Z date_updated: 2023-12-14T08:58:18Z file_id: '14681' file_name: Supplementary_Materials.zip file_size: 10713896 relation: supplementary_material file_date_updated: 2023-12-14T08:58:18Z has_accepted_license: '1' language: - iso: eng month: '12' oa: 1 oa_version: Published Version page: '96' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '11411' relation: part_of_dissertation status: public status: public supervisor: - first_name: Nicholas H full_name: Barton, Nicholas H id: 4880FE40-F248-11E8-B48F-1D18A9856A87 last_name: Barton orcid: 0000-0002-8548-5240 title: Investigating inbreeding depression and the self-incompatibility locus of Antirrhinum majus type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14656' abstract: - lang: eng text: Although much is known about how single neurons in the hippocampus represent an animal's position, how circuit interactions contribute to spatial coding is less well understood. Using a novel statistical estimator and theoretical modeling, both developed in the framework of maximum entropy models, we reveal highly structured CA1 cell-cell interactions in male rats during open field exploration. The statistics of these interactions depend on whether the animal is in a familiar or novel environment. In both conditions the circuit interactions optimize the encoding of spatial information, but for regimes that differ in the informativeness of their spatial inputs. This structure facilitates linear decodability, making the information easy to read out by downstream circuits. Overall, our findings suggest that the efficient coding hypothesis is not only applicable to individual neuron properties in the sensory periphery, but also to neural interactions in the central brain. acknowledgement: M.N. was supported by the European Union Horizon 2020 Grant 665385. J.C. was supported by the European Research Council Consolidator Grant 281511. G.T. was supported by the Austrian Science Fund (FWF) Grant P34015. C.S. was supported by an Institute of Science and Technology fellow award and by the National Science Foundation (NSF) Award No. 1922658. We thank Peter Baracskay, Karola Kaefer, and Hugo Malagon-Vina for the acquisition of the data. We also thank Federico Stella, Wiktor Młynarski, Dori Derdikman, Colin Bredenberg, Roman Huszar, Heloisa Chiossi, Lorenzo Posani, and Mohamady El-Gaby for comments on an earlier version of the manuscript. article_processing_charge: Yes (in subscription journal) article_type: original author: - first_name: Michele full_name: Nardin, Michele id: 30BD0376-F248-11E8-B48F-1D18A9856A87 last_name: Nardin orcid: 0000-0001-8849-6570 - first_name: Jozsef L full_name: Csicsvari, Jozsef L id: 3FA14672-F248-11E8-B48F-1D18A9856A87 last_name: Csicsvari orcid: 0000-0002-5193-4036 - first_name: Gašper full_name: Tkačik, Gašper id: 3D494DCA-F248-11E8-B48F-1D18A9856A87 last_name: Tkačik orcid: 0000-0002-6699-1455 - first_name: Cristina full_name: Savin, Cristina id: 3933349E-F248-11E8-B48F-1D18A9856A87 last_name: Savin citation: ama: Nardin M, Csicsvari JL, Tkačik G, Savin C. The structure of hippocampal CA1 interactions optimizes spatial coding across experience. The Journal of Neuroscience. 2023;43(48):8140-8156. doi:10.1523/JNEUROSCI.0194-23.2023 apa: Nardin, M., Csicsvari, J. L., Tkačik, G., & Savin, C. (2023). The structure of hippocampal CA1 interactions optimizes spatial coding across experience. The Journal of Neuroscience. Society of Neuroscience. https://doi.org/10.1523/JNEUROSCI.0194-23.2023 chicago: Nardin, Michele, Jozsef L Csicsvari, Gašper Tkačik, and Cristina Savin. “The Structure of Hippocampal CA1 Interactions Optimizes Spatial Coding across Experience.” The Journal of Neuroscience. Society of Neuroscience, 2023. https://doi.org/10.1523/JNEUROSCI.0194-23.2023. ieee: M. Nardin, J. L. Csicsvari, G. Tkačik, and C. Savin, “The structure of hippocampal CA1 interactions optimizes spatial coding across experience,” The Journal of Neuroscience, vol. 43, no. 48. Society of Neuroscience, pp. 8140–8156, 2023. ista: Nardin M, Csicsvari JL, Tkačik G, Savin C. 2023. The structure of hippocampal CA1 interactions optimizes spatial coding across experience. The Journal of Neuroscience. 43(48), 8140–8156. mla: Nardin, Michele, et al. “The Structure of Hippocampal CA1 Interactions Optimizes Spatial Coding across Experience.” The Journal of Neuroscience, vol. 43, no. 48, Society of Neuroscience, 2023, pp. 8140–56, doi:10.1523/JNEUROSCI.0194-23.2023. short: M. Nardin, J.L. Csicsvari, G. Tkačik, C. Savin, The Journal of Neuroscience 43 (2023) 8140–8156. date_created: 2023-12-10T23:00:58Z date_published: 2023-11-29T00:00:00Z date_updated: 2023-12-11T11:37:20Z day: '29' ddc: - '570' department: - _id: JoCs - _id: GaTk doi: 10.1523/JNEUROSCI.0194-23.2023 ec_funded: 1 external_id: pmid: - '37758476' file: - access_level: closed checksum: e2503c8f84be1050e28f64320f1d5bd2 content_type: application/pdf creator: dernst date_created: 2023-12-11T11:30:37Z date_updated: 2023-12-11T11:30:37Z embargo: 2024-06-01 embargo_to: open_access file_id: '14674' file_name: 2023_JourNeuroscience_Nardin.pdf file_size: 2280632 relation: main_file file_date_updated: 2023-12-11T11:30:37Z has_accepted_license: '1' intvolume: ' 43' issue: '48' language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1523/JNEUROSCI.0194-23.2023 month: '11' oa: 1 oa_version: Published Version page: 8140-8156 pmid: 1 project: - _id: 257A4776-B435-11E9-9278-68D0E5697425 call_identifier: FP7 grant_number: '281511' name: Memory-related information processing in neuronal circuits of the hippocampus and entorhinal cortex - _id: 626c45b5-2b32-11ec-9570-e509828c1ba6 grant_number: P34015 name: Efficient coding with biophysical realism - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: The Journal of Neuroscience publication_identifier: eissn: - 1529-2401 publication_status: published publisher: Society of Neuroscience quality_controlled: '1' scopus_import: '1' status: public title: The structure of hippocampal CA1 interactions optimizes spatial coding across experience tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 43 year: '2023' ... --- _id: '14697' acknowledged_ssus: - _id: LifeSc - _id: Bio alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Julian A full_name: Stopp, Julian A id: 489E3F00-F248-11E8-B48F-1D18A9856A87 last_name: Stopp citation: ama: 'Stopp JA. Neutrophils on the hunt: Migratory strategies employed by neutrophils to fulfill their effector function. 2023. doi:10.15479/at:ista:14697' apa: 'Stopp, J. A. (2023). Neutrophils on the hunt: Migratory strategies employed by neutrophils to fulfill their effector function. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:14697' chicago: 'Stopp, Julian A. “Neutrophils on the Hunt: Migratory Strategies Employed by Neutrophils to Fulfill Their Effector Function.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/at:ista:14697.' ieee: 'J. A. Stopp, “Neutrophils on the hunt: Migratory strategies employed by neutrophils to fulfill their effector function,” Institute of Science and Technology Austria, 2023.' ista: 'Stopp JA. 2023. Neutrophils on the hunt: Migratory strategies employed by neutrophils to fulfill their effector function. Institute of Science and Technology Austria.' mla: 'Stopp, Julian A. Neutrophils on the Hunt: Migratory Strategies Employed by Neutrophils to Fulfill Their Effector Function. Institute of Science and Technology Austria, 2023, doi:10.15479/at:ista:14697.' short: 'J.A. Stopp, Neutrophils on the Hunt: Migratory Strategies Employed by Neutrophils to Fulfill Their Effector Function, Institute of Science and Technology Austria, 2023.' date_created: 2023-12-18T19:14:28Z date_published: 2023-12-20T00:00:00Z date_updated: 2023-12-21T14:30:02Z day: '20' ddc: - '570' degree_awarded: PhD department: - _id: GradSch - _id: MiSi doi: 10.15479/at:ista:14697 ec_funded: 1 file: - access_level: closed checksum: 457927165d5d556305d3086f6b83e5c7 content_type: application/pdf creator: jstopp date_created: 2023-12-20T09:35:34Z date_updated: 2023-12-20T09:35:34Z embargo: 2024-12-20 embargo_to: open_access file_id: '14699' file_name: Thesis.pdf file_size: 51585778 relation: main_file - access_level: closed checksum: e8d26449ac461f5e8478a62c9507506f content_type: application/vnd.openxmlformats-officedocument.wordprocessingml.document creator: jstopp date_created: 2023-12-20T09:35:35Z date_updated: 2023-12-20T10:41:42Z file_id: '14700' file_name: Thesis.docx file_size: 69625950 relation: source_file file_date_updated: 2023-12-20T10:41:42Z has_accepted_license: '1' language: - iso: eng month: '12' oa_version: Published Version page: '226' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication_identifier: isbn: - 978-3-99078-038-1 issn: - 2663 - 337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '6328' relation: part_of_dissertation status: public - id: '7885' relation: part_of_dissertation status: public - id: '12272' relation: part_of_dissertation status: public - id: '14274' relation: part_of_dissertation status: public - id: '14360' relation: part_of_dissertation status: public status: public supervisor: - first_name: Michael K full_name: Sixt, Michael K id: 41E9FBEA-F248-11E8-B48F-1D18A9856A87 last_name: Sixt orcid: 0000-0002-6620-9179 title: 'Neutrophils on the hunt: Migratory strategies employed by neutrophils to fulfill their effector function' type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '14778' abstract: - lang: eng text: 'We consider the almost-sure (a.s.) termination problem for probabilistic programs, which are a stochastic extension of classical imperative programs. Lexicographic ranking functions provide a sound and practical approach for termination of non-probabilistic programs, and their extension to probabilistic programs is achieved via lexicographic ranking supermartingales (LexRSMs). However, LexRSMs introduced in the previous work have a limitation that impedes their automation: all of their components have to be non-negative in all reachable states. This might result in a LexRSM not existing even for simple terminating programs. Our contributions are twofold. First, we introduce a generalization of LexRSMs that allows for some components to be negative. This standard feature of non-probabilistic termination proofs was hitherto not known to be sound in the probabilistic setting, as the soundness proof requires a careful analysis of the underlying stochastic process. Second, we present polynomial-time algorithms using our generalized LexRSMs for proving a.s. termination in broad classes of linear-arithmetic programs.' acknowledgement: This research was partially supported by the ERC CoG (grant no. 863818; ForM-SMArt), the Czech Science Foundation (grant no. GA21-24711S), and the European Union’s Horizon 2020 research and innovation program under the Marie Skłodowska-Curie Grant Agreement No. 665385. article_number: '11' article_processing_charge: Yes (via OA deal) article_type: original arxiv: 1 author: - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Ehsan full_name: Kafshdar Goharshady, Ehsan last_name: Kafshdar Goharshady - first_name: Petr full_name: Novotný, Petr id: 3CC3B868-F248-11E8-B48F-1D18A9856A87 last_name: Novotný - first_name: Jiří full_name: Zárevúcky, Jiří last_name: Zárevúcky - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: Chatterjee K, Kafshdar Goharshady E, Novotný P, Zárevúcky J, Zikelic D. On lexicographic proof rules for probabilistic termination. Formal Aspects of Computing. 2023;35(2). doi:10.1145/3585391 apa: Chatterjee, K., Kafshdar Goharshady, E., Novotný, P., Zárevúcky, J., & Zikelic, D. (2023). On lexicographic proof rules for probabilistic termination. Formal Aspects of Computing. Association for Computing Machinery. https://doi.org/10.1145/3585391 chicago: Chatterjee, Krishnendu, Ehsan Kafshdar Goharshady, Petr Novotný, Jiří Zárevúcky, and Dorde Zikelic. “On Lexicographic Proof Rules for Probabilistic Termination.” Formal Aspects of Computing. Association for Computing Machinery, 2023. https://doi.org/10.1145/3585391. ieee: K. Chatterjee, E. Kafshdar Goharshady, P. Novotný, J. Zárevúcky, and D. Zikelic, “On lexicographic proof rules for probabilistic termination,” Formal Aspects of Computing, vol. 35, no. 2. Association for Computing Machinery, 2023. ista: Chatterjee K, Kafshdar Goharshady E, Novotný P, Zárevúcky J, Zikelic D. 2023. On lexicographic proof rules for probabilistic termination. Formal Aspects of Computing. 35(2), 11. mla: Chatterjee, Krishnendu, et al. “On Lexicographic Proof Rules for Probabilistic Termination.” Formal Aspects of Computing, vol. 35, no. 2, 11, Association for Computing Machinery, 2023, doi:10.1145/3585391. short: K. Chatterjee, E. Kafshdar Goharshady, P. Novotný, J. Zárevúcky, D. Zikelic, Formal Aspects of Computing 35 (2023). date_created: 2024-01-10T09:27:43Z date_published: 2023-06-23T00:00:00Z date_updated: 2025-07-14T09:10:10Z day: '23' ddc: - '000' department: - _id: KrCh doi: 10.1145/3585391 ec_funded: 1 external_id: arxiv: - '2108.02188' file: - access_level: open_access checksum: 3bb133eeb27ec01649a9a36445d952d9 content_type: application/pdf creator: dernst date_created: 2024-01-16T08:11:24Z date_updated: 2024-01-16T08:11:24Z file_id: '14804' file_name: 2023_FormalAspectsComputing_Chatterjee.pdf file_size: 502522 relation: main_file success: 1 file_date_updated: 2024-01-16T08:11:24Z has_accepted_license: '1' intvolume: ' 35' issue: '2' keyword: - Theoretical Computer Science - Software language: - iso: eng month: '06' oa: 1 oa_version: Published Version project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: Formal Aspects of Computing publication_identifier: eissn: - 1433-299X issn: - 0934-5043 publication_status: published publisher: Association for Computing Machinery quality_controlled: '1' related_material: record: - id: '10414' relation: earlier_version status: public status: public title: On lexicographic proof rules for probabilistic termination tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 35 year: '2023' ... --- _id: '14830' abstract: - lang: eng text: We study the problem of learning controllers for discrete-time non-linear stochastic dynamical systems with formal reach-avoid guarantees. This work presents the first method for providing formal reach-avoid guarantees, which combine and generalize stability and safety guarantees, with a tolerable probability threshold p in [0,1] over the infinite time horizon. Our method leverages advances in machine learning literature and it represents formal certificates as neural networks. In particular, we learn a certificate in the form of a reach-avoid supermartingale (RASM), a novel notion that we introduce in this work. Our RASMs provide reachability and avoidance guarantees by imposing constraints on what can be viewed as a stochastic extension of level sets of Lyapunov functions for deterministic systems. Our approach solves several important problems -- it can be used to learn a control policy from scratch, to verify a reach-avoid specification for a fixed control policy, or to fine-tune a pre-trained policy if it does not satisfy the reach-avoid specification. We validate our approach on 3 stochastic non-linear reinforcement learning tasks. acknowledgement: This work was supported in part by the ERC-2020-AdG 101020093, ERC CoG 863818 (FoRM-SMArt) and the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 665385. article_processing_charge: No arxiv: 1 author: - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 - first_name: Mathias full_name: Lechner, Mathias id: 3DC22916-F248-11E8-B48F-1D18A9856A87 last_name: Lechner - first_name: Thomas A full_name: Henzinger, Thomas A id: 40876CD8-F248-11E8-B48F-1D18A9856A87 last_name: Henzinger orcid: 0000-0002-2985-7724 - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X citation: ama: 'Zikelic D, Lechner M, Henzinger TA, Chatterjee K. Learning control policies for stochastic systems with reach-avoid guarantees. In: Proceedings of the 37th AAAI Conference on Artificial Intelligence. Vol 37. Association for the Advancement of Artificial Intelligence; 2023:11926-11935. doi:10.1609/aaai.v37i10.26407' apa: 'Zikelic, D., Lechner, M., Henzinger, T. A., & Chatterjee, K. (2023). Learning control policies for stochastic systems with reach-avoid guarantees. In Proceedings of the 37th AAAI Conference on Artificial Intelligence (Vol. 37, pp. 11926–11935). Washington, DC, United States: Association for the Advancement of Artificial Intelligence. https://doi.org/10.1609/aaai.v37i10.26407' chicago: Zikelic, Dorde, Mathias Lechner, Thomas A Henzinger, and Krishnendu Chatterjee. “Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees.” In Proceedings of the 37th AAAI Conference on Artificial Intelligence, 37:11926–35. Association for the Advancement of Artificial Intelligence, 2023. https://doi.org/10.1609/aaai.v37i10.26407. ieee: D. Zikelic, M. Lechner, T. A. Henzinger, and K. Chatterjee, “Learning control policies for stochastic systems with reach-avoid guarantees,” in Proceedings of the 37th AAAI Conference on Artificial Intelligence, Washington, DC, United States, 2023, vol. 37, no. 10, pp. 11926–11935. ista: 'Zikelic D, Lechner M, Henzinger TA, Chatterjee K. 2023. Learning control policies for stochastic systems with reach-avoid guarantees. Proceedings of the 37th AAAI Conference on Artificial Intelligence. AAAI: Conference on Artificial Intelligence vol. 37, 11926–11935.' mla: Zikelic, Dorde, et al. “Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees.” Proceedings of the 37th AAAI Conference on Artificial Intelligence, vol. 37, no. 10, Association for the Advancement of Artificial Intelligence, 2023, pp. 11926–35, doi:10.1609/aaai.v37i10.26407. short: D. Zikelic, M. Lechner, T.A. Henzinger, K. Chatterjee, in:, Proceedings of the 37th AAAI Conference on Artificial Intelligence, Association for the Advancement of Artificial Intelligence, 2023, pp. 11926–11935. conference: end_date: 2023-02-14 location: Washington, DC, United States name: 'AAAI: Conference on Artificial Intelligence' start_date: 2023-02-07 date_created: 2024-01-18T07:44:31Z date_published: 2023-06-26T00:00:00Z date_updated: 2025-07-14T09:10:02Z day: '26' department: - _id: ToHe - _id: KrCh doi: 10.1609/aaai.v37i10.26407 ec_funded: 1 external_id: arxiv: - '2210.05308' intvolume: ' 37' issue: '10' keyword: - General Medicine language: - iso: eng month: '06' oa_version: Preprint page: 11926-11935 project: - _id: 62781420-2b32-11ec-9570-8d9b63373d4d call_identifier: H2020 grant_number: '101020093' name: Vigilant Algorithmic Monitoring of Software - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: Proceedings of the 37th AAAI Conference on Artificial Intelligence publication_identifier: eissn: - 2374-3468 issn: - 2159-5399 publication_status: published publisher: Association for the Advancement of Artificial Intelligence quality_controlled: '1' related_material: record: - id: '14600' relation: earlier_version status: public status: public title: Learning control policies for stochastic systems with reach-avoid guarantees type: conference user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 37 year: '2023' ... --- _id: '13074' abstract: - lang: eng text: "Deep learning has become an integral part of a large number of important applications, and many of the recent breakthroughs have been enabled by the ability to train very large models, capable to capture complex patterns and relationships from the data. At the same time, the massive sizes of modern deep learning models have made their deployment to smaller devices more challenging; this is particularly important, as in many applications the users rely on accurate deep learning predictions, but they only have access to devices with limited memory and compute power. One solution to this problem is to prune neural networks, by setting as many of their parameters as possible to zero, to obtain accurate sparse models with lower memory footprint. Despite the great research progress in obtaining sparse models that preserve accuracy, while satisfying memory and computational constraints, there are still many challenges associated with efficiently training sparse models, as well as understanding their generalization properties.\r\n\r\nThe focus of this thesis is to investigate how the training process of sparse models can be made more efficient, and to understand the differences between sparse and dense models in terms of how well they can generalize to changes in the data distribution. We first study a method for co-training sparse and dense models, at a lower cost compared to regular training. With our method we can obtain very accurate sparse networks, and dense models that can recover the baseline accuracy. Furthermore, we are able to more easily analyze the differences, at prediction level, between the sparse-dense model pairs. Next, we investigate the generalization properties of sparse neural networks in more detail, by studying how well different sparse models trained on a larger task can adapt to smaller, more specialized tasks, in a transfer learning scenario. Our analysis across multiple pruning methods and sparsity levels reveals that sparse models provide features that can transfer similarly to or better than the dense baseline. However, the choice of the pruning method plays an important role, and can influence the results when the features are fixed (linear finetuning), or when they are allowed to adapt to the new task (full finetuning). Using sparse models with fixed masks for finetuning on new tasks has an important practical advantage, as it enables training neural networks on smaller devices. However, one drawback of current pruning methods is that the entire training cycle has to be repeated to obtain the initial sparse model, for every sparsity target; in consequence, the entire training process is costly and also multiple models need to be stored. In the last part of the thesis we propose a method that can train accurate dense models that are compressible in a single step, to multiple sparsity levels, without additional finetuning. Our method results in sparse models that can be competitive with existing pruning methods, and which can also successfully generalize to new tasks." acknowledged_ssus: - _id: ScienComp alternative_title: - ISTA Thesis article_processing_charge: No author: - first_name: Elena-Alexandra full_name: Peste, Elena-Alexandra id: 32D78294-F248-11E8-B48F-1D18A9856A87 last_name: Peste citation: ama: Peste E-A. Efficiency and generalization of sparse neural networks. 2023. doi:10.15479/at:ista:13074 apa: Peste, E.-A. (2023). Efficiency and generalization of sparse neural networks. Institute of Science and Technology Austria. https://doi.org/10.15479/at:ista:13074 chicago: Peste, Elena-Alexandra. “Efficiency and Generalization of Sparse Neural Networks.” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/at:ista:13074. ieee: E.-A. Peste, “Efficiency and generalization of sparse neural networks,” Institute of Science and Technology Austria, 2023. ista: Peste E-A. 2023. Efficiency and generalization of sparse neural networks. Institute of Science and Technology Austria. mla: Peste, Elena-Alexandra. Efficiency and Generalization of Sparse Neural Networks. Institute of Science and Technology Austria, 2023, doi:10.15479/at:ista:13074. short: E.-A. Peste, Efficiency and Generalization of Sparse Neural Networks, Institute of Science and Technology Austria, 2023. date_created: 2023-05-23T17:07:53Z date_published: 2023-05-23T00:00:00Z date_updated: 2023-08-04T10:33:27Z day: '23' ddc: - '000' degree_awarded: PhD department: - _id: GradSch - _id: DaAl - _id: ChLa doi: 10.15479/at:ista:13074 ec_funded: 1 file: - access_level: open_access checksum: 6b3354968403cb9d48cc5a83611fb571 content_type: application/pdf creator: epeste date_created: 2023-05-24T16:11:16Z date_updated: 2023-05-24T16:11:16Z file_id: '13087' file_name: PhD_Thesis_Alexandra_Peste_final.pdf file_size: 2152072 relation: main_file success: 1 - access_level: closed checksum: 8d0df94bbcf4db72c991f22503b3fd60 content_type: application/zip creator: epeste date_created: 2023-05-24T16:12:59Z date_updated: 2023-05-24T16:12:59Z file_id: '13088' file_name: PhD_Thesis_APeste.zip file_size: 1658293 relation: source_file file_date_updated: 2023-05-24T16:12:59Z has_accepted_license: '1' language: - iso: eng month: '05' oa: 1 oa_version: Published Version page: '147' project: - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: 268A44D6-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '805223' name: Elastic Coordination for Scalable Machine Learning publication_identifier: issn: - 2663-337X publication_status: published publisher: Institute of Science and Technology Austria related_material: record: - id: '11458' relation: part_of_dissertation status: public - id: '13053' relation: part_of_dissertation status: public - id: '12299' relation: part_of_dissertation status: public status: public supervisor: - first_name: Christoph full_name: Lampert, Christoph id: 40C20FD2-F248-11E8-B48F-1D18A9856A87 last_name: Lampert orcid: 0000-0001-8622-7887 - first_name: Dan-Adrian full_name: Alistarh, Dan-Adrian id: 4A899BFC-F248-11E8-B48F-1D18A9856A87 last_name: Alistarh orcid: 0000-0003-3650-940X title: Efficiency and generalization of sparse neural networks type: dissertation user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9 year: '2023' ... --- _id: '13126' abstract: - lang: eng text: Mapping the complex and dense arrangement of cells and their connectivity in brain tissue demands nanoscale spatial resolution imaging. Super-resolution optical microscopy excels at visualizing specific molecules and individual cells but fails to provide tissue context. Here, we developed Comprehensive Analysis of Tissues across Scales (CATS), a technology to densely map brain tissue architecture from millimeter regional to nanometer synaptic scales in diverse chemically fixed brain preparations, including rodent and human. CATS uses fixation-compatible extracellular labeling and optical imaging, including stimulated emission depletion or expansion microscopy, to comprehensively delineate cellular structures. It enables three-dimensional reconstruction of single synapses and mapping of synaptic connectivity by identification and analysis of putative synaptic cleft regions. Applying CATS to the mouse hippocampal mossy fiber circuitry, we reconstructed and quantified the synaptic input and output structure of identified neurons. We furthermore demonstrate applicability to clinically derived human tissue samples, including formalin-fixed paraffin-embedded routine diagnostic specimens, for visualizing the cellular architecture of brain tissue in health and disease. acknowledged_ssus: - _id: ScienComp - _id: Bio - _id: PreCl - _id: LifeSc - _id: M-Shop - _id: E-Lib acknowledgement: "We thank Jakob Vorlaufer, Nathalie Agudelo-Dueñas, Wiebke Jahr, Andreas Wartak for microscope maintenance and troubleshooting, Caroline Kreuzinger, Anna Freeman, and Irene Erber for technical assistance and Matthias Tomschik for support with obtaining human samples. We gratefully acknowledge Eder Miguel for setting up webKnossos and Marek Šuplata for computational support and hardware control. We are grateful to Ryuichi Shigemoto and Bernd Bickel for generous support, and Michael Sixt and Scott Boyd (Stanford University) for discussions and critical reading of the manuscript. PSD95-HaloTag mice were kindly provided by Seth Grant (University of Edinburgh). We acknowledge expert support by IST Austria’s scientific computing, imaging and optics, preclinical, and lab support facilities, and by the Library and Miba machine shop.\r\nWe gratefully acknowledge funding by the following sources: \r\nAustrian Science Fund (FWF) grant I3600-B27 (JGD)\r\nAustrian Science Fund (FWF) grant DK W1232 (JGD, JMM)\r\nAustrian Science Fund (FWF) grant Z 312-B27, Wittgenstein award (PJ)\r\nAustrian Science Funds (FWF) projects I4685-B, I6565-B (SYNABS) and DOC 33-B27 (RH)\r\nGesellschaft für Forschungsförderung NÖ (NFB) grant LSC18-022 (JGD)\r\nEuropean Union’s Horizon 2020 research and innovation programme, European Research Council (ERC) grant 715508 – REVERSEAUTISM (GN)\r\nEuropean Union’s Horizon 2020 research and innovation programme, European Research Council (ERC) grant 692692 – GIANTSYN (PJ)\r\nMarie Skłodowska-Curie Actions Fellowship GA no. 665385 under the EU Horizon 2020 program (JMM, JL)\r\nMarie Skłodowska-Curie Actions Individual Fellowship 101026635 under the EU Horizon 2020 program (JFW)" article_processing_charge: No author: - first_name: Johann G full_name: Danzl, Johann G id: 42EFD3B6-F248-11E8-B48F-1D18A9856A87 last_name: Danzl orcid: 0000-0001-8559-3973 citation: ama: Danzl JG. Research data for the publication “Imaging brain tissue architecture across millimeter to nanometer scales.” 2023. doi:10.15479/AT:ISTA:13126 apa: Danzl, J. G. (2023). Research data for the publication “Imaging brain tissue architecture across millimeter to nanometer scales.” Institute of Science and Technology Austria. https://doi.org/10.15479/AT:ISTA:13126 chicago: Danzl, Johann G. “Research Data for the Publication ‘Imaging Brain Tissue Architecture across Millimeter to Nanometer Scales.’” Institute of Science and Technology Austria, 2023. https://doi.org/10.15479/AT:ISTA:13126. ieee: J. G. Danzl, “Research data for the publication ‘Imaging brain tissue architecture across millimeter to nanometer scales.’” Institute of Science and Technology Austria, 2023. ista: Danzl JG. 2023. Research data for the publication ‘Imaging brain tissue architecture across millimeter to nanometer scales’, Institute of Science and Technology Austria, 10.15479/AT:ISTA:13126. mla: Danzl, Johann G. Research Data for the Publication “Imaging Brain Tissue Architecture across Millimeter to Nanometer Scales.” Institute of Science and Technology Austria, 2023, doi:10.15479/AT:ISTA:13126. short: J.G. Danzl, (2023). contributor: - first_name: Julia M id: 443DB6DE-F248-11E8-B48F-1D18A9856A87 last_name: Michalska - first_name: Julia id: 46E28B80-F248-11E8-B48F-1D18A9856A87 last_name: Lyudchik - first_name: Philipp id: 39BDC62C-F248-11E8-B48F-1D18A9856A87 last_name: Velicky orcid: 0000-0002-2340-7431 - first_name: Hana id: ee3cb6ca-ec98-11ea-ae11-ff703e2254ed last_name: Stefanickova - first_name: Jake id: 63836096-4690-11EA-BD4E-32803DDC885E last_name: Watson orcid: 0000-0002-8698-3823 - first_name: Alban id: 9ac8f577-2357-11eb-997a-e566c5550886 last_name: Cenameri - first_name: Christoph M id: 4DF26D8C-F248-11E8-B48F-1D18A9856A87 last_name: Sommer orcid: 0000-0003-1216-9105 - first_name: Nicole id: 4CD6AAC6-F248-11E8-B48F-1D18A9856A87 last_name: Amberg orcid: 0000-0002-3183-8207 - first_name: Alessandro id: 41CB84B2-F248-11E8-B48F-1D18A9856A87 last_name: Venturino orcid: 0000-0003-2356-9403 - first_name: Karl last_name: Roessler - first_name: Thomas last_name: Czech - first_name: Romana last_name: Höftberger - first_name: Sandra id: 36ACD32E-F248-11E8-B48F-1D18A9856A87 last_name: Siegert orcid: 0000-0001-8635-0877 - first_name: Gaia id: 3E57A680-F248-11E8-B48F-1D18A9856A87 last_name: Novarino orcid: 0000-0002-7673-7178 - first_name: Peter M id: 353C1B58-F248-11E8-B48F-1D18A9856A87 last_name: Jonas orcid: 0000-0001-5001-4804 date_created: 2023-06-07T07:15:12Z date_published: 2023-08-04T00:00:00Z date_updated: 2024-02-21T12:18:19Z day: '04' ddc: - '610' department: - _id: JoDa - _id: SaSi - _id: GaNo - _id: PeJo - _id: Bio - _id: RySh doi: 10.15479/AT:ISTA:13126 ec_funded: 1 file: - access_level: open_access checksum: 6f18ce9b89b47ce5abeb379869ff5c49 content_type: text/plain creator: jdanzl date_created: 2023-08-04T13:19:47Z date_updated: 2023-08-04T13:19:47Z file_id: '13961' file_name: Readme_Michalska_2023.txt file_size: 541 relation: main_file success: 1 - access_level: open_access checksum: 2098e8c5285c5e86cb69075e1b5dcf39 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:29Z date_updated: 2023-08-03T11:29:29Z file_id: '13482' file_name: Fig1_b_top-left.tif file_size: 64582744 relation: main_file success: 1 - access_level: open_access checksum: 9affab3dacf847096cc8e8d5ff99467e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:28Z date_updated: 2023-08-03T11:29:28Z file_id: '13483' file_name: Fig1_b_top-right.tif file_size: 1442113 relation: main_file success: 1 - access_level: open_access checksum: d7fec0296123a17f6bcdbfee17411424 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:29Z date_updated: 2023-08-03T11:29:29Z file_id: '13484' file_name: Fig1_c_1.tif file_size: 40078276 relation: main_file success: 1 - access_level: open_access checksum: 5195a180c4f26a7adc994bad0b3c53c7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:29Z date_updated: 2023-08-03T11:29:29Z file_id: '13485' file_name: Fig1_c_2.tif file_size: 7984315 relation: main_file success: 1 - access_level: open_access checksum: df1105d8f41ebd5373cacc597ffa91f3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:29Z date_updated: 2023-08-03T11:29:29Z file_id: '13486' file_name: Fig1_c_3.tif file_size: 8693320 relation: main_file success: 1 - access_level: open_access checksum: 00edbb0c9f42032c830d2291ec55c4c0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:30Z date_updated: 2023-08-03T11:29:30Z file_id: '13487' file_name: Fig1_c_4.tif file_size: 6003063 relation: main_file success: 1 - access_level: open_access checksum: a58399e98ec4b6506a5dae13e387f391 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:30Z date_updated: 2023-08-03T11:29:30Z file_id: '13488' file_name: Fig1_d.tif file_size: 24003063 relation: main_file success: 1 - access_level: open_access checksum: 699df4bc104df14607359678963b3d2d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:30Z date_updated: 2023-08-03T11:29:30Z file_id: '13489' file_name: Fig1_e_zoom.tif file_size: 18063 relation: main_file success: 1 - access_level: open_access checksum: ea7b1278da490d221fc7698fd6bc39a4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:29:30Z date_updated: 2023-08-03T11:29:30Z file_id: '13490' file_name: Fig1_e.tif file_size: 186813 relation: main_file success: 1 - access_level: open_access checksum: 37b05ef3a36b9f6bf4ec46199230874a content_type: application/vnd.openxmlformats-officedocument.spreadsheetml.sheet creator: jdanzl date_created: 2023-08-03T11:29:30Z date_updated: 2023-08-03T11:29:30Z file_id: '13491' file_name: Fig1_f.xlsx file_size: 17494 relation: main_file success: 1 - access_level: open_access checksum: 872eb3dc1a94afb26947a365bfae581a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:43Z date_updated: 2023-08-03T11:40:43Z file_id: '13492' file_name: Fig2_a_1.tif file_size: 816786862 relation: main_file success: 1 - access_level: open_access checksum: cab6f72d7d546a81c105c229747949ef content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:13Z date_updated: 2023-08-03T11:40:13Z file_id: '13493' file_name: Fig2_a_2.tif file_size: 8654692 relation: main_file success: 1 - access_level: open_access checksum: c85bc3ffe7f6bdf16a81290761ed6253 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:14Z date_updated: 2023-08-03T11:40:14Z file_id: '13494' file_name: Fig2_a_3.tif file_size: 8654692 relation: main_file success: 1 - access_level: open_access checksum: 5a3fd5484e566c34e210a4acb2b97791 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:24Z date_updated: 2023-08-03T11:40:24Z file_id: '13495' file_name: Fig2_a_4.tif file_size: 272262438 relation: main_file success: 1 - access_level: open_access checksum: ae5cbacf56e3fdf934a6d6fd489f5fe0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:37Z date_updated: 2023-08-03T11:40:37Z file_id: '13496' file_name: Fig2_a_5.tif file_size: 272262438 relation: main_file success: 1 - access_level: open_access checksum: e6da436b83bbe3a34138b52e5de49d69 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:44Z date_updated: 2023-08-03T11:40:44Z file_id: '13497' file_name: Fig2_a_6.tif file_size: 204301228 relation: main_file success: 1 - access_level: open_access checksum: 855f0a0bcf5b3d7cc7d50561f2c8f625 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:40:49Z date_updated: 2023-08-03T11:40:49Z file_id: '13498' file_name: Fig2_a_7-8.tif file_size: 68094350 relation: main_file success: 1 - access_level: open_access checksum: ff709f9f8ebaa8cf50a4b2fca5ce9813 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T11:40:48Z date_updated: 2023-08-03T11:40:48Z file_id: '13499' file_name: Fig2_a_roi.roi file_size: 156 relation: main_file success: 1 - access_level: open_access checksum: ce9b774ff5163ebfa4e3fb162f4cfffe content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:41:37Z date_updated: 2023-08-03T11:41:37Z file_id: '13500' file_name: Fig2_c-i_1_n2v.tif file_size: 1036927887 relation: main_file success: 1 - access_level: open_access checksum: 21f1bb8d2a00c88bdd6febe6285acc2a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:41:25Z date_updated: 2023-08-03T11:41:25Z file_id: '13501' file_name: Fig2_c-i_1.tif file_size: 518519275 relation: main_file success: 1 - access_level: open_access checksum: 9af5b66b74c2ff4b2b99b0d94f2864e6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:42:48Z date_updated: 2023-08-03T11:42:48Z file_id: '13502' file_name: Fig2_c-i_3_n2v.tif file_size: 1444202302 relation: main_file success: 1 - access_level: open_access checksum: c83261e88821747b301197314d92f2b2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:42:57Z date_updated: 2023-08-03T11:42:57Z file_id: '13503' file_name: Fig2_c-i_3.tif file_size: 1075338708 relation: main_file success: 1 - access_level: open_access checksum: 5d1278ba4b7e085c0c186ea49fce535b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:05Z date_updated: 2023-08-03T11:44:05Z file_id: '13504' file_name: Fig2_c-i_2_n2v.tif file_size: 851145493 relation: main_file success: 1 - access_level: open_access checksum: 5aaf1eba65582cf437ff3ce753eba4d7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:43:47Z date_updated: 2023-08-03T11:43:47Z file_id: '13505' file_name: Fig2_c-i_2.tif file_size: 432099834 relation: main_file success: 1 - access_level: open_access checksum: ce9b774ff5163ebfa4e3fb162f4cfffe content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:41Z date_updated: 2023-08-03T11:44:41Z file_id: '13506' file_name: Fig2_h_n2v.tif file_size: 1036927887 relation: main_file success: 1 - access_level: open_access checksum: 21f1bb8d2a00c88bdd6febe6285acc2a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:36Z date_updated: 2023-08-03T11:44:36Z file_id: '13507' file_name: Fig2_h.tif file_size: 518519275 relation: main_file success: 1 - access_level: open_access checksum: b37f25a90ef42fa4358649fdd6b41f35 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:40Z date_updated: 2023-08-03T11:44:40Z file_id: '13508' file_name: Fig2_j_1.tif file_size: 19287397 relation: main_file success: 1 - access_level: open_access checksum: 50f0969c6c2c1209ff776bec4861030a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:41Z date_updated: 2023-08-03T11:44:41Z file_id: '13509' file_name: Fig2_j_2.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 2a8cc93471378ac4c3b640e4318d89eb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:41Z date_updated: 2023-08-03T11:44:41Z file_id: '13510' file_name: Fig2_j_3.tif file_size: 19287392 relation: main_file success: 1 - access_level: open_access checksum: b90965d20133fea73c99050c32eb7695 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:42Z date_updated: 2023-08-03T11:44:42Z file_id: '13511' file_name: Fig2_j_4.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 568a1e0efaa62527b51e66a7aabfd05c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:43Z date_updated: 2023-08-03T11:44:43Z file_id: '13512' file_name: Fig2_j_coCATS_N2V.tif file_size: 19287339 relation: main_file success: 1 - access_level: open_access checksum: c70447cebe073dd78e0ac34ecc36ad85 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T11:44:44Z date_updated: 2023-08-03T11:44:44Z file_id: '13513' file_name: Fig2_j_roi.roi file_size: 148 relation: main_file success: 1 - access_level: open_access checksum: 505252cc4b443b76c2e41ecf5879a542 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:44:52Z date_updated: 2023-08-03T11:44:52Z file_id: '13514' file_name: Fig3_a_n2v.tif file_size: 316842690 relation: main_file success: 1 - access_level: open_access checksum: 35463183611e8ee4fba2025772c40eb2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:45:01Z date_updated: 2023-08-03T11:45:01Z file_id: '13515' file_name: Fig3_a.tif file_size: 172839057 relation: main_file success: 1 - access_level: open_access checksum: e0469102a87332b46904b4ba35b8fb2f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:45:05Z date_updated: 2023-08-03T11:45:05Z file_id: '13516' file_name: Fig3_g_n2v.tif file_size: 309407894 relation: main_file success: 1 - access_level: open_access checksum: 854c8fe02acd920f8e8f6a3173458e86 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:15Z date_updated: 2023-08-03T11:51:15Z file_id: '13517' file_name: Fig4_a_MIP.tif file_size: 11327792 relation: main_file success: 1 - access_level: open_access checksum: ab35811ffbe3f40733d0e054d9d6c4e6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:18Z date_updated: 2023-08-03T11:51:18Z file_id: '13518' file_name: Fig4_c_dghilus_bouton2_n2v.tif file_size: 106696700 relation: main_file success: 1 - access_level: open_access checksum: e3b6410d68e42004ef3857967707aeb3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:17Z date_updated: 2023-08-03T11:51:17Z file_id: '13519' file_name: Fig4_c_dghilus_bouton2.tif file_size: 53367287 relation: main_file success: 1 - access_level: open_access checksum: 9ef0e3f3ec6f0b7b2666e3a0d7e6f355 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:20Z date_updated: 2023-08-03T11:51:20Z file_id: '13520' file_name: Fig4_c_dghilus_bouton5_n2v.tif file_size: 103816699 relation: main_file success: 1 - access_level: open_access checksum: d5d846a4edaf0168ca6cc53d8cc39dde content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:21Z date_updated: 2023-08-03T11:51:21Z file_id: '13521' file_name: Fig4_c_dghilus_bouton5.tif file_size: 51927287 relation: main_file success: 1 - access_level: open_access checksum: 690a87182441c9742da2550189641e5a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:24Z date_updated: 2023-08-03T11:51:24Z file_id: '13522' file_name: Fig4_c_stratum_bouton11_n2v.tif file_size: 76391971 relation: main_file success: 1 - access_level: open_access checksum: 4dc575424729c5ba181bd9a3962d4781 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:23Z date_updated: 2023-08-03T11:51:23Z file_id: '13523' file_name: Fig4_c_stratum_bouton11.tif file_size: 38217920 relation: main_file success: 1 - access_level: open_access checksum: 9fdd51636928f45e8e534cc5a37a48ff content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:29Z date_updated: 2023-08-03T11:51:29Z file_id: '13524' file_name: Fig4_c_stratum_bouton13_n2v.tif file_size: 154149020 relation: main_file success: 1 - access_level: open_access checksum: 643169464252d67753ac6f8493668f34 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:28Z date_updated: 2023-08-03T11:51:28Z file_id: '13525' file_name: Fig4_c_stratum_bouton13.tif file_size: 77099447 relation: main_file success: 1 - access_level: open_access checksum: ab35811ffbe3f40733d0e054d9d6c4e6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:32Z date_updated: 2023-08-03T11:51:32Z file_id: '13526' file_name: Fig4_d.tif file_size: 106696700 relation: main_file success: 1 - access_level: open_access checksum: 9fdd51636928f45e8e534cc5a37a48ff content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:35Z date_updated: 2023-08-03T11:51:35Z file_id: '13527' file_name: Fig4_e.tif file_size: 154149020 relation: main_file success: 1 - access_level: open_access checksum: 5380d0a98e97d7d8462b38bd0a96644c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:32Z date_updated: 2023-08-03T11:51:32Z file_id: '13528' file_name: Fig4_f_1_top.tif file_size: 5986760 relation: main_file success: 1 - access_level: open_access checksum: 7d1309e806eb31588ebafcf40388e13f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:33Z date_updated: 2023-08-03T11:51:33Z file_id: '13529' file_name: Fig4_f_2_top.tif file_size: 6001178 relation: main_file success: 1 - access_level: open_access checksum: a71c80207655d508cbc7626bc144d7a1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:33Z date_updated: 2023-08-03T11:51:33Z file_id: '13530' file_name: Fig4_f_3_top.tif file_size: 6023318 relation: main_file success: 1 - access_level: open_access checksum: 5d76b2ad7d7acbb1afa27cf52194b1cb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13531' file_name: Fig4_f_4_top.tif file_size: 6038186 relation: main_file success: 1 - access_level: open_access checksum: 9cee6b3387bd880843f2c6cdfa0d4a8d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13532' file_name: Fig4_f_5_top.tif file_size: 2324158 relation: main_file success: 1 - access_level: open_access checksum: a48fc9e1bb2710cf28466ae6d2a20c19 content_type: image/png creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13533' file_name: Fig4_f_1_bottom.png file_size: 1150264 relation: main_file success: 1 - access_level: open_access checksum: ff47ca30f814e17561974b73b0913a1a content_type: image/png creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13534' file_name: Fig4_f_2_bottom.png file_size: 1157424 relation: main_file success: 1 - access_level: open_access checksum: 2ea3fb8d79cee8ae9de7ca31d003910f content_type: image/png creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13535' file_name: Fig4_f_3_bottom.png file_size: 1152715 relation: main_file success: 1 - access_level: open_access checksum: d25e5ecf2f0c3be7c20a7e25a7a334b8 content_type: image/png creator: jdanzl date_created: 2023-08-03T11:51:34Z date_updated: 2023-08-03T11:51:34Z file_id: '13536' file_name: Fig4_f_4_bottom.png file_size: 1105240 relation: main_file success: 1 - access_level: open_access checksum: 76535f569a57b967e378df89b7d2982a content_type: image/png creator: jdanzl date_created: 2023-08-03T11:51:35Z date_updated: 2023-08-03T11:51:35Z file_id: '13537' file_name: Fig4_f_5_bottom.png file_size: 1228157 relation: main_file success: 1 - access_level: open_access checksum: d46fefe73daa3ec08b847631e9de6828 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:52Z date_updated: 2023-08-03T11:53:52Z file_id: '13538' file_name: Fig5_a_1.tif file_size: 91181184 relation: main_file success: 1 - access_level: open_access checksum: 354c0ba876a33672eca37cd61dac7073 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:54Z date_updated: 2023-08-03T11:53:54Z file_id: '13539' file_name: Fig5_a_2.tif file_size: 176024124 relation: main_file success: 1 - access_level: open_access checksum: d07925040ef0c3c51edbdca8cf3ec1fa content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:53Z date_updated: 2023-08-03T11:53:53Z file_id: '13540' file_name: Fig5_a_3.tif file_size: 15812494 relation: main_file success: 1 - access_level: open_access checksum: 7c34b19a1764e2f501f11dcabd442ce2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:53Z date_updated: 2023-08-03T11:53:53Z file_id: '13541' file_name: Fig5_a_4.tif file_size: 11117689 relation: main_file success: 1 - access_level: open_access checksum: c49af4b96532e00b3a51574a2a94decb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:53Z date_updated: 2023-08-03T11:53:53Z file_id: '13542' file_name: Fig5_a_5.tif file_size: 111665 relation: main_file success: 1 - access_level: open_access checksum: 1b42eadcdd71f2dc00d82784673aa577 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:54Z date_updated: 2023-08-03T11:53:54Z file_id: '13543' file_name: Fig5_b_1.tif file_size: 16676449 relation: main_file success: 1 - access_level: open_access checksum: 0d27266bf216f71fcb5496731ce76dd5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:54Z date_updated: 2023-08-03T11:53:54Z file_id: '13544' file_name: Fig5_b_2-4.tif file_size: 427651 relation: main_file success: 1 - access_level: open_access checksum: c4232930068a0a8f7c8a70ce0ea48dc2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:55Z date_updated: 2023-08-03T11:53:55Z file_id: '13545' file_name: Fig5_c_1-3.tif file_size: 11117705 relation: main_file success: 1 - access_level: open_access checksum: c9caad749be0ef04ef8013cfdb69f8fc content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:55Z date_updated: 2023-08-03T11:53:55Z file_id: '13546' file_name: Fig5_c_2-4.tif file_size: 254153 relation: main_file success: 1 - access_level: open_access checksum: 5c6d36b96bde1e090cc428b269aba6ec content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:54:14Z date_updated: 2023-08-03T11:54:14Z file_id: '13547' file_name: Fig5_e_1.tif file_size: 737290746 relation: main_file success: 1 - access_level: open_access checksum: f97632984b6a73e06cc0c8c947cdcc71 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:57Z date_updated: 2023-08-03T11:53:57Z file_id: '13548' file_name: Fig5_e_2.tif file_size: 31366288 relation: main_file success: 1 - access_level: open_access checksum: 8c471eeaa59008eed9e91afe5e1f1698 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:57Z date_updated: 2023-08-03T11:53:57Z file_id: '13549' file_name: Fig5_e_3.tif file_size: 1216304 relation: main_file success: 1 - access_level: open_access checksum: 31c10c3a1d874b5028e35e2dd8800a68 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:59Z date_updated: 2023-08-03T11:53:59Z file_id: '13550' file_name: Fig5_g.tif file_size: 35669193 relation: main_file success: 1 - access_level: open_access checksum: 0e9fe7b7ee06a630837e9d3c41b80e01 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:53:59Z date_updated: 2023-08-03T11:53:59Z file_id: '13551' file_name: Fig5_h.tif file_size: 7492349 relation: main_file success: 1 - access_level: open_access checksum: d25b3d04bb8364089cafdf8deb6846b6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:18Z date_updated: 2023-08-03T11:59:18Z file_id: '13552' file_name: Fig6_a_1.tif file_size: 121446390 relation: main_file success: 1 - access_level: open_access checksum: 4361e10db6ec48c2d4579ac089ff3ca3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:22Z date_updated: 2023-08-03T11:59:22Z file_id: '13553' file_name: Fig6_a_2.tif file_size: 264412158 relation: main_file success: 1 - access_level: open_access checksum: fe3a00ae75fb3388438e53ced92a9498 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:21Z date_updated: 2023-08-03T11:59:21Z file_id: '13554' file_name: Fig6_a_3.tif file_size: 57399051 relation: main_file success: 1 - access_level: open_access checksum: 4372c13d6dd2274aa749799b8e96bf06 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:21Z date_updated: 2023-08-03T11:59:21Z file_id: '13555' file_name: Fig6_b_left.tif file_size: 6003163 relation: main_file success: 1 - access_level: open_access checksum: f7ae4e50f2f4d414c598bddd691b722a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:21Z date_updated: 2023-08-03T11:59:21Z file_id: '13556' file_name: Fig6_b_right.tif file_size: 511265 relation: main_file success: 1 - access_level: open_access checksum: cde658a9ca666bdef1b29613ab72092d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:39Z date_updated: 2023-08-03T11:59:39Z file_id: '13557' file_name: Fig6_c_n2v.tif file_size: 467125933 relation: main_file success: 1 - access_level: open_access checksum: 57e73c1fedcee4bd8ab62518baa0e0e5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:36Z date_updated: 2023-08-03T11:59:36Z file_id: '13558' file_name: Fig6_c.tif file_size: 322251440 relation: main_file success: 1 - access_level: open_access checksum: 53175073b83ab569241ae64ef7f180b3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:38Z date_updated: 2023-08-03T11:59:38Z file_id: '13559' file_name: Fig6_d_1.tif file_size: 37641738 relation: main_file success: 1 - access_level: open_access checksum: af97423e1077af85465a5e39fa25d1e4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:40Z date_updated: 2023-08-03T11:59:40Z file_id: '13560' file_name: Fig6_d_2.tif file_size: 70596929 relation: main_file success: 1 - access_level: open_access checksum: f1fd7a9fa2a12a930fe35bdf53ba3ff7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:42Z date_updated: 2023-08-03T11:59:42Z file_id: '13561' file_name: Fig6_d_3.tif file_size: 15303146 relation: main_file success: 1 - access_level: open_access checksum: 95655df5cdb05f09912298de9a3711b4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:41Z date_updated: 2023-08-03T11:59:41Z file_id: '13562' file_name: Fig6_d_4.tif file_size: 893051 relation: main_file success: 1 - access_level: open_access checksum: 4d722b4e09ce617252d284f78ea2ee30 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:58Z date_updated: 2023-08-03T11:59:58Z file_id: '13563' file_name: Fig6_e.tif file_size: 381232200 relation: main_file success: 1 - access_level: open_access checksum: d1eda9599f422a614404dd112f0c3185 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T11:59:58Z date_updated: 2023-08-03T11:59:58Z file_id: '13564' file_name: Fig6_f.tif file_size: 345804470 relation: main_file success: 1 - access_level: open_access checksum: 1cd202570f964b78e1f55c987d5d5de1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:00:08Z date_updated: 2023-08-03T12:00:08Z file_id: '13565' file_name: Fig6_g.tif file_size: 346119927 relation: main_file success: 1 - access_level: open_access checksum: 78cbf1906ff8746ed524c62f8f580f52 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:00:02Z date_updated: 2023-08-03T12:00:02Z file_id: '13566' file_name: Fig6_h.tif file_size: 7064977 relation: main_file success: 1 - access_level: open_access checksum: 21635ce59f1ae5a334aaad3f4c0b171c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:00:03Z date_updated: 2023-08-03T12:00:03Z file_id: '13567' file_name: Fig6_i.tif file_size: 7110129 relation: main_file success: 1 - access_level: open_access checksum: 704962856f2a024ce1f321a1785556e3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:00:07Z date_updated: 2023-08-03T12:00:07Z file_id: '13568' file_name: Fig6_j.tif file_size: 110297540 relation: main_file success: 1 - access_level: open_access checksum: 4b74ba5ae1e2bb2201bf51c74d733268 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:00:07Z date_updated: 2023-08-03T12:00:07Z file_id: '13569' file_name: Fig6_k.tif file_size: 11117689 relation: main_file success: 1 - access_level: open_access checksum: a8efa3007df4e9e0f80c7a2bbc451178 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13570' file_name: Extdata_01_a_1.tif file_size: 1287107 relation: main_file success: 1 - access_level: open_access checksum: 7f24b6c84ce96a67347eb5ef4c43fac1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13571' file_name: Extdata_01_a_2.tif file_size: 58307 relation: main_file success: 1 - access_level: open_access checksum: fa7ae4eefc11b9b60c4ab80f6e839b73 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13572' file_name: Extdata_01_a_3.tif file_size: 1283209 relation: main_file success: 1 - access_level: open_access checksum: cec9a5eb87f1b56e64626a00c6d0e53d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13573' file_name: Extdata_01_a_4.tif file_size: 54409 relation: main_file success: 1 - access_level: open_access checksum: 450e4786d66d5059028420153908a4dc content_type: image/png creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13574' file_name: Extdata_01_c_1.png file_size: 2431 relation: main_file success: 1 - access_level: open_access checksum: feb758609b399cf644dd3ae7cd75fb96 content_type: image/png creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13575' file_name: Extdata_01_c_2.png file_size: 612 relation: main_file success: 1 - access_level: open_access checksum: 52f43300a50f83f9a6ff1409324086ee content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13576' file_name: Extdata_01_d_1.tif file_size: 433981 relation: main_file success: 1 - access_level: open_access checksum: 28925dcf8792f524e286beb16b0c532c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13577' file_name: Extdata_01_d_2.tif file_size: 19649 relation: main_file success: 1 - access_level: open_access checksum: c93b2f0426c80d18e252435f1e146568 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13578' file_name: Extdata_01_d_3.tif file_size: 433981 relation: main_file success: 1 - access_level: open_access checksum: c0ed722a768001431f47646ef98c44da content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13579' file_name: Extdata_01_d_4.tif file_size: 19649 relation: main_file success: 1 - access_level: open_access checksum: db9d386276b985b8e702f797e910bd0b content_type: image/png creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13580' file_name: Extdata_01_f_1.png file_size: 4752 relation: main_file success: 1 - access_level: open_access checksum: 244f6645d191c50d997c0dc6a15535ec content_type: image/png creator: jdanzl date_created: 2023-08-03T12:05:41Z date_updated: 2023-08-03T12:05:41Z file_id: '13581' file_name: Extdata_01_f_2.png file_size: 2698 relation: main_file success: 1 - access_level: open_access checksum: 3d6100b836d850b38e66e0f5a7919495 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:07:27Z date_updated: 2023-08-03T12:07:27Z file_id: '13582' file_name: Extdata_02_a.tif file_size: 24003247 relation: main_file success: 1 - access_level: open_access checksum: 3cd6a3b7bf2061cf5c7810c0001236e5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:07:27Z date_updated: 2023-08-03T12:07:27Z file_id: '13583' file_name: Extdata_02_b.tif file_size: 1164723 relation: main_file success: 1 - access_level: open_access checksum: d87c82d663ffea379cc86c56981e2e16 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:10:32Z date_updated: 2023-08-03T12:10:32Z file_id: '13584' file_name: Extdata_03_SYPH1_xy_1.tif file_size: 7109763 relation: main_file success: 1 - access_level: open_access checksum: a3703d0d26393578d4ba466681fc6be8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:10:32Z date_updated: 2023-08-03T12:10:32Z file_id: '13585' file_name: Extdata_03_SYPH1_xz_1-2.tif file_size: 27791 relation: main_file success: 1 - access_level: open_access checksum: f653ac7d531cf9896cbd6a9edf2a7759 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:10:32Z date_updated: 2023-08-03T12:10:32Z file_id: '13586' file_name: Extdata_03_SYPH1_xz_3-4.tif file_size: 27721 relation: main_file success: 1 - access_level: open_access checksum: 04edbb337df4d5470e033a4f53c07300 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:10:33Z date_updated: 2023-08-03T12:10:33Z file_id: '13587' file_name: Extdata_03_SYPH1_xz_n2v.tif file_size: 57657482 relation: main_file success: 1 - access_level: open_access checksum: 09e1fe2dd3a1e8349693fda55d0985ca content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:10:34Z date_updated: 2023-08-03T12:10:34Z file_id: '13588' file_name: Extdata_03_SYPH1_xz.tif file_size: 57657527 relation: main_file success: 1 - access_level: open_access checksum: 458f8d486cb63876c6664cde4a9be27c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:25Z date_updated: 2023-08-03T12:12:25Z file_id: '13589' file_name: Extdata_03_SYP1_xy_1.tif file_size: 7109763 relation: main_file success: 1 - access_level: open_access checksum: e2dfccc882d85b660d65a596e1a8cbac content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:25Z date_updated: 2023-08-03T12:12:25Z file_id: '13590' file_name: Extdata_03_SYP1_xy_2-3.tif file_size: 72963 relation: main_file success: 1 - access_level: open_access checksum: a331be6052c68cc027cdb79f15447d9a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:25Z date_updated: 2023-08-03T12:12:25Z file_id: '13591' file_name: Extdata_03_SYP1_xz_1-2.tif file_size: 27724 relation: main_file success: 1 - access_level: open_access checksum: 4de626b035b43feaacd923fca411e6a2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:25Z date_updated: 2023-08-03T12:12:25Z file_id: '13592' file_name: Extdata_03_SYP1_xz_3-4.tif file_size: 27724 relation: main_file success: 1 - access_level: open_access checksum: d8076e927a074f024924d9bdb6fdd5e6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:30Z date_updated: 2023-08-03T12:12:30Z file_id: '13593' file_name: Extdata_03_SYP1_xz_n2v.tif file_size: 214613644 relation: main_file success: 1 - access_level: open_access checksum: 79cf7d0f450c397caa877dd06b52f8df content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:12:30Z date_updated: 2023-08-03T12:12:30Z file_id: '13594' file_name: Extdata_03_SYP1_xz.tif file_size: 214613687 relation: main_file success: 1 - access_level: open_access checksum: 60ac6ea988d9b8bdaba2f09e0e1ef370 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:29Z date_updated: 2023-08-03T12:14:29Z file_id: '13595' file_name: Extdata03_VAMP2_xy_1.tif file_size: 7109747 relation: main_file success: 1 - access_level: open_access checksum: 92bf312da2dd356aa4fc9a0e7d811af2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:29Z date_updated: 2023-08-03T12:14:29Z file_id: '13596' file_name: Extdata03_VAMP2_xy_2-3.tif file_size: 72947 relation: main_file success: 1 - access_level: open_access checksum: 9319e293092eeee24e3c658fc178af1a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:29Z date_updated: 2023-08-03T12:14:29Z file_id: '13597' file_name: Extdata03_VAMP2_xz_1-2.tif file_size: 27724 relation: main_file success: 1 - access_level: open_access checksum: a627d7fd9a89bdde968e6d9bff846254 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:29Z date_updated: 2023-08-03T12:14:29Z file_id: '13598' file_name: Extdata03_VAMP2_xz_3-4.tif file_size: 27708 relation: main_file success: 1 - access_level: open_access checksum: 7a5363a185edce59ce57535f7d855092 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:32Z date_updated: 2023-08-03T12:14:32Z file_id: '13599' file_name: Extdata03_VAMP2_xz_n2v.tif file_size: 102457485 relation: main_file success: 1 - access_level: open_access checksum: 8e7fc4d00fff8ec6d9340e969f37e176 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:14:32Z date_updated: 2023-08-03T12:14:32Z file_id: '13600' file_name: Extdata03_VAMP2_xz.tif file_size: 102457527 relation: main_file success: 1 - access_level: open_access checksum: be17472f73ed8cd02a700b861f1dbac0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:08Z date_updated: 2023-08-03T12:16:08Z file_id: '13601' file_name: Extdata04_VGLUT_xy_1.tif file_size: 11117763 relation: main_file success: 1 - access_level: open_access checksum: dbc3ec477f491ce3e98ab40475bd90ca content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:08Z date_updated: 2023-08-03T12:16:08Z file_id: '13602' file_name: Extdata04_VGLUT_xy_2-3.tif file_size: 72947 relation: main_file success: 1 - access_level: open_access checksum: 8ee877e6b843bb0e38febb0481962d69 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:08Z date_updated: 2023-08-03T12:16:08Z file_id: '13603' file_name: Extdata04_VGLUT_xz_1-2.tif file_size: 53367 relation: main_file success: 1 - access_level: open_access checksum: 9873f54d50955a2c204d0559c87aa13d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:08Z date_updated: 2023-08-03T12:16:08Z file_id: '13604' file_name: Extdata04_VGLUT_xz_3-4.tif file_size: 53358 relation: main_file success: 1 - access_level: open_access checksum: 8eda08ae5981fcfa3758d0320b1923af content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:11Z date_updated: 2023-08-03T12:16:11Z file_id: '13605' file_name: Extdata04_VGLUT_xz_n2v.tif file_size: 144076208 relation: main_file success: 1 - access_level: open_access checksum: bc0b10229d498f60996a5b05cb87c428 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:16:10Z date_updated: 2023-08-03T12:16:10Z file_id: '13606' file_name: Extdata04_VGLUT_xz.tif file_size: 72071440 relation: main_file success: 1 - access_level: open_access checksum: e8d093ce7d98ea5647d8a80e3084c40b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:32Z date_updated: 2023-08-03T12:32:32Z file_id: '13607' file_name: Extdata03_VGAT_xy_1.tif file_size: 7109763 relation: main_file success: 1 - access_level: open_access checksum: 36590ca7a586de7ad76d3ad659c38995 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:32Z date_updated: 2023-08-03T12:32:32Z file_id: '13608' file_name: Extdata03_VGAT_xy_2-3.tif file_size: 72947 relation: main_file success: 1 - access_level: open_access checksum: 3914c7709f69d4d18f23a9fb6dc64572 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:32Z date_updated: 2023-08-03T12:32:32Z file_id: '13609' file_name: Extdata03_VGAT_xz_1-2.tif file_size: 53355 relation: main_file success: 1 - access_level: open_access checksum: fa98aa521adaefb9e4476fe519e88e59 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:32Z date_updated: 2023-08-03T12:32:32Z file_id: '13610' file_name: Extdata03_VGAT_xz_3-4.tif file_size: 53339 relation: main_file success: 1 - access_level: open_access checksum: cd6f384c51756977e37f45043c913252 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:36Z date_updated: 2023-08-03T12:32:36Z file_id: '13611' file_name: Extdata03_VGAT_xz_n2v.tif file_size: 204861338 relation: main_file success: 1 - access_level: open_access checksum: fb7e46feda5ac07877a91ad963da0e31 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:32:35Z date_updated: 2023-08-03T12:32:35Z file_id: '13612' file_name: Extdata03_VGAT_xz.tif file_size: 102457527 relation: main_file success: 1 - access_level: open_access checksum: fe033e0a377d391cd8e4af04987d9900 content_type: image/png creator: jdanzl date_created: 2023-08-03T12:36:46Z date_updated: 2023-08-03T12:36:46Z file_id: '13613' file_name: Extdata04_MUNC_xy_1.png file_size: 4348932 relation: main_file success: 1 - access_level: open_access checksum: 771d8e2b9192b6620f54ab30e4fad594 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:35:58Z date_updated: 2023-08-03T12:35:58Z file_id: '13614' file_name: Extdata04_MUNC_xy_2-3.tif file_size: 72947 relation: main_file success: 1 - access_level: open_access checksum: 4256d8f06fa2077b352776cf76b46618 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:35:58Z date_updated: 2023-08-03T12:35:58Z file_id: '13615' file_name: Extdata04_MUNC_xz_1-2.tif file_size: 53435 relation: main_file success: 1 - access_level: open_access checksum: 0b9365638c81d545e773170cf04b04b8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:35:58Z date_updated: 2023-08-03T12:35:58Z file_id: '13616' file_name: Extdata04_MUNC_xz_3-4.tif file_size: 55941 relation: main_file success: 1 - access_level: open_access checksum: 9fa62688dab03c592cec47bf5d1c304d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:36:04Z date_updated: 2023-08-03T12:36:04Z file_id: '13617' file_name: Extdata04_MUNC_xz_n2v.tif file_size: 204861404 relation: main_file success: 1 - access_level: open_access checksum: 39f710080a26136dbbe4c8916b434c65 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:36:02Z date_updated: 2023-08-03T12:36:02Z file_id: '13618' file_name: Extdata04_MUNC_xz.tif file_size: 102457527 relation: main_file success: 1 - access_level: open_access checksum: eaabc8112645a73f4326e621b4e6ad0a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:39Z date_updated: 2023-08-03T12:38:39Z file_id: '13619' file_name: Extdata04_BASSOON_xy_1.tif file_size: 11117757 relation: main_file success: 1 - access_level: open_access checksum: 15f624d29c473ce6e0ae7e466efc059a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:39Z date_updated: 2023-08-03T12:38:39Z file_id: '13620' file_name: Extdata04_BASSOON_xy_2-3.tif file_size: 74041 relation: main_file success: 1 - access_level: open_access checksum: 1cb4b4d219767a30072c804a07140240 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:39Z date_updated: 2023-08-03T12:38:39Z file_id: '13621' file_name: Extdata04_BASSOON_xz_1-2.tif file_size: 53435 relation: main_file success: 1 - access_level: open_access checksum: 1bac9c192da9375d81cb3747f48c9be4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:39Z date_updated: 2023-08-03T12:38:39Z file_id: '13622' file_name: Extdata04_BASSOON_xz_3-4.tif file_size: 53362 relation: main_file success: 1 - access_level: open_access checksum: 57fa91bfb1e2937e3449e57096b6fc74 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:50Z date_updated: 2023-08-03T12:38:50Z file_id: '13623' file_name: Extdata04_BASSOON_xz_n2v.tif file_size: 576071410 relation: main_file success: 1 - access_level: open_access checksum: ac51a734dcf7d1b94afcd4a471f10626 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:38:46Z date_updated: 2023-08-03T12:38:46Z file_id: '13624' file_name: Extdata04_BASSOON_xz.tif file_size: 288066640 relation: main_file success: 1 - access_level: open_access checksum: 244043f7acba250d560e29123702dcd7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:40:57Z date_updated: 2023-08-03T12:40:57Z file_id: '13625' file_name: Extdata04_HOMER1_xy_1.tif file_size: 7109763 relation: main_file success: 1 - access_level: open_access checksum: eff51ff97539f6491989bfc3d3f88860 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:40:57Z date_updated: 2023-08-03T12:40:57Z file_id: '13626' file_name: Extdata04_HOMER1_xy_2-3.tif file_size: 72963 relation: main_file success: 1 - access_level: open_access checksum: df35046d9bca4e97a5625c5a55218cfb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:40:57Z date_updated: 2023-08-03T12:40:57Z file_id: '13627' file_name: Extdata04_HOMER1_xz_1-2.tif file_size: 53375 relation: main_file success: 1 - access_level: open_access checksum: 5dc7536f7aaea084dfc329537d8412ce content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:40:57Z date_updated: 2023-08-03T12:40:57Z file_id: '13628' file_name: Extdata04_HOMER1_xz_3-4.tif file_size: 53359 relation: main_file success: 1 - access_level: open_access checksum: 0b407669a26b9d7730a41361ceffda9a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:41:00Z date_updated: 2023-08-03T12:41:00Z file_id: '13629' file_name: Extdata04_HOMER1_xz_n2v.tif file_size: 204861339 relation: main_file success: 1 - access_level: open_access checksum: f95a0da9bea8b605fc2ed310190836b3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:40:59Z date_updated: 2023-08-03T12:40:59Z file_id: '13630' file_name: Extdata04_HOMER1_xz.tif file_size: 102457527 relation: main_file success: 1 - access_level: open_access checksum: cf74307696548e7aa90e59a0935a74a1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:08Z date_updated: 2023-08-03T12:45:08Z file_id: '13631' file_name: Extdata04_SHANK2_xy_1.tif file_size: 7120361 relation: main_file success: 1 - access_level: open_access checksum: 7b3490246df4f5bb68d0df682161820f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:08Z date_updated: 2023-08-03T12:45:08Z file_id: '13632' file_name: Extdata04_SHANK2_xy_2-3.tif file_size: 72973 relation: main_file success: 1 - access_level: open_access checksum: c599d6830e61c386219e266f4717fe7c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:08Z date_updated: 2023-08-03T12:45:08Z file_id: '13633' file_name: Extdata04_SHANK2_xz_1-2.tif file_size: 53443 relation: main_file success: 1 - access_level: open_access checksum: 5b9912b2a408d224ad669f39dc8d5bc6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:08Z date_updated: 2023-08-03T12:45:08Z file_id: '13634' file_name: Extdata04_SHANK2_xz_3-4.tif file_size: 53362 relation: main_file success: 1 - access_level: open_access checksum: 17f2064ceeb99cbb51208c27b1961ed5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:30Z date_updated: 2023-08-03T12:45:30Z file_id: '13635' file_name: Extdata04_SHANK2_xz_n2v.tif file_size: 691291157 relation: main_file success: 1 - access_level: open_access checksum: 21f1bb8d2a00c88bdd6febe6285acc2a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:45:26Z date_updated: 2023-08-03T12:45:26Z file_id: '13636' file_name: Extdata04_SHANK2_xz.tif file_size: 518519275 relation: main_file success: 1 - access_level: open_access checksum: 47597ca873f1ea81cd4f7e9bfbb34aa4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:25Z date_updated: 2023-08-03T12:46:25Z file_id: '13637' file_name: Extdata04_GEPHYRIN_xy_1.tif file_size: 752109 relation: main_file success: 1 - access_level: open_access checksum: 14ed7ae64eb783e6b30f824f21959d0f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:25Z date_updated: 2023-08-03T12:46:25Z file_id: '13638' file_name: Extdata04_GEPHYRIN_xy_2-3.tif file_size: 72909 relation: main_file success: 1 - access_level: open_access checksum: e361e226428d7b23618eed35b1cad080 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:25Z date_updated: 2023-08-03T12:46:25Z file_id: '13639' file_name: Extdata04_GEPHYRIN_xz_1-2.tif file_size: 53375 relation: main_file success: 1 - access_level: open_access checksum: abe7cee22f69fc2bf1a3ff9955ccf45a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:25Z date_updated: 2023-08-03T12:46:25Z file_id: '13640' file_name: Extdata04_GEPHYRIN_xz_3-4.tif file_size: 53360 relation: main_file success: 1 - access_level: open_access checksum: 59b49b451a63c5ac06fa31a17640c1a2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:27Z date_updated: 2023-08-03T12:46:27Z file_id: '13641' file_name: Extdata04_GEPHYRIN_xz_n2v.tif file_size: 73174939 relation: main_file success: 1 - access_level: open_access checksum: 1ee1feea85c8319ebc6c49147502e412 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:46:26Z date_updated: 2023-08-03T12:46:26Z file_id: '13642' file_name: Extdata04_GEPHYRIN_xz.tif file_size: 36614327 relation: main_file success: 1 - access_level: open_access checksum: 64d9d868ef89c5cfc65cb199aff831b4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:52:23Z date_updated: 2023-08-03T12:52:23Z file_id: '13643' file_name: Extdata06_a-b_n2v.tif file_size: 2195652677 relation: main_file success: 1 - access_level: open_access checksum: df41d97987798715b1f66e6e72be169b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:51:41Z date_updated: 2023-08-03T12:51:41Z file_id: '13644' file_name: Extdata06_a-b.tif file_size: 1097875840 relation: main_file success: 1 - access_level: open_access checksum: 95a3eaa3b70e964f6871a5765a53659b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:52:57Z date_updated: 2023-08-03T12:52:57Z file_id: '13645' file_name: Extdata07_01_bottom.tif file_size: 3564577 relation: main_file success: 1 - access_level: open_access checksum: 80b41ad0de73fd61eb67a35262627fac content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:52:57Z date_updated: 2023-08-03T12:52:57Z file_id: '13646' file_name: Extdata07_01_top.tif file_size: 11958844 relation: main_file success: 1 - access_level: open_access checksum: f694a0f11e2f782702cb4c411941873a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13647' file_name: Extdata07_2_bottom.tif file_size: 3564581 relation: main_file success: 1 - access_level: open_access checksum: b8b1a1339a25806615c0aa7906a032ff content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13648' file_name: Extdata07_2_top.tif file_size: 11973592 relation: main_file success: 1 - access_level: open_access checksum: 8a24eb623d65d809fe8afbd527528a77 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13649' file_name: Extdata07_3_bottom.tif file_size: 1281901 relation: main_file success: 1 - access_level: open_access checksum: 816b35def703bc48d55b0293fcd8212f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13650' file_name: Extdata07_3_top.tif file_size: 16569776 relation: main_file success: 1 - access_level: open_access checksum: 7f1375ab8cf28cd136e2e44d1fdfd87d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13651' file_name: Extdata07_04_bottom.tif file_size: 3564595 relation: main_file success: 1 - access_level: open_access checksum: b1dbda28e2a010968716c0411568f139 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:27Z date_updated: 2023-08-03T12:54:27Z file_id: '13652' file_name: Extdata07_04_top.tif file_size: 5896404 relation: main_file success: 1 - access_level: open_access checksum: d6e96b7c8e6a7084c14eda83a4dd778a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13653' file_name: Extdata07_5_bottom.tif file_size: 3564609 relation: main_file success: 1 - access_level: open_access checksum: a647f89a3048f71512cc58c9e53ec022 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13654' file_name: Extdata07_5_top.tif file_size: 15555618 relation: main_file success: 1 - access_level: open_access checksum: 66becb046fe591914df572617d720202 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13655' file_name: Extdata07_6_bottom.tif file_size: 3564577 relation: main_file success: 1 - access_level: open_access checksum: 5d76b2ad7d7acbb1afa27cf52194b1cb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13656' file_name: Extdata07_6_top.tif file_size: 6038186 relation: main_file success: 1 - access_level: open_access checksum: 7f137bdea0f0acb3db75c983ce44ab44 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13657' file_name: Extdata07_7_bottom.tif file_size: 3560937 relation: main_file success: 1 - access_level: open_access checksum: 479e26106280eb61a2d74e29137a2e43 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13658' file_name: Extdata07_7_top.tif file_size: 12031850 relation: main_file success: 1 - access_level: open_access checksum: 8426197ad283c1bc83e3193f323d5f5a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13659' file_name: Extdata07_8_bottom.tif file_size: 3560937 relation: main_file success: 1 - access_level: open_access checksum: b9f75a82b564e1c5c363a495d078f6b7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13660' file_name: Extdata07_8_top.tif file_size: 22877176 relation: main_file success: 1 - access_level: open_access checksum: 7f1a9f3bb9611362995ae832b2607f4d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13661' file_name: Extdata07_9_bottom.tif file_size: 3564605 relation: main_file success: 1 - access_level: open_access checksum: 40286bcb876b655d7421534d0215e86b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T12:54:28Z date_updated: 2023-08-03T12:54:28Z file_id: '13662' file_name: Extdata07_9_top.tif file_size: 2744190 relation: main_file success: 1 - access_level: open_access checksum: 4af220986cc94d412c2354aa7e6c8cce content_type: image/png creator: jdanzl date_created: 2023-08-03T13:00:03Z date_updated: 2023-08-03T13:00:03Z file_id: '13663' file_name: Extdata08_6_left.png file_size: 7243611 relation: main_file success: 1 - access_level: open_access checksum: af9c2299f1005a3ccc39f41082cea642 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:03Z date_updated: 2023-08-03T13:00:03Z file_id: '13664' file_name: Extdata08_6_right.tif file_size: 5562487 relation: main_file success: 1 - access_level: open_access checksum: 63ef28a174215c70e31d2cabf67d90fc content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:04Z date_updated: 2023-08-03T13:00:04Z file_id: '13665' file_name: Extdata08_7_left.tif file_size: 34745956 relation: main_file success: 1 - access_level: open_access checksum: 46de918dfe5f3c23e497ee3daa608dd9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:03Z date_updated: 2023-08-03T13:00:03Z file_id: '13666' file_name: Extdata08_7_right.tif file_size: 5562483 relation: main_file success: 1 - access_level: open_access checksum: 8243a7985d2902446183adc35519a0c8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:04Z date_updated: 2023-08-03T13:00:04Z file_id: '13667' file_name: Extdata08_b_1_left.tif file_size: 31506150 relation: main_file success: 1 - access_level: open_access checksum: 857cffa31569efcd5917f9802a106d58 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:04Z date_updated: 2023-08-03T13:00:04Z file_id: '13668' file_name: Extdata08_b_1_right.tif file_size: 11117705 relation: main_file success: 1 - access_level: open_access checksum: e34902de9119d2cd9f1910f610627c5f content_type: image/png creator: jdanzl date_created: 2023-08-03T13:00:04Z date_updated: 2023-08-03T13:00:04Z file_id: '13669' file_name: Extdata08_b_2_left.png file_size: 3540493 relation: main_file success: 1 - access_level: open_access checksum: 1247d636ac5af22e8950ffd2ff213fea content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:05Z date_updated: 2023-08-03T13:00:05Z file_id: '13670' file_name: Extdata08_b_2_right.tif file_size: 5562553 relation: main_file success: 1 - access_level: open_access checksum: f47c2d3f6824e08853ae2631f6ee7c5f content_type: image/png creator: jdanzl date_created: 2023-08-03T13:00:05Z date_updated: 2023-08-03T13:00:05Z file_id: '13671' file_name: Extdata08_b_3_left.png file_size: 3541547 relation: main_file success: 1 - access_level: open_access checksum: 1247d636ac5af22e8950ffd2ff213fea content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:05Z date_updated: 2023-08-03T13:00:05Z file_id: '13672' file_name: Extdata08_b_3_right.tif file_size: 5562553 relation: main_file success: 1 - access_level: open_access checksum: e90a95ec902a683678acd70336852fd9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:05Z date_updated: 2023-08-03T13:00:05Z file_id: '13673' file_name: Extdata08_b_4_left.tif file_size: 25819844 relation: main_file success: 1 - access_level: open_access checksum: 94cd44cd1c8c7a87ffd5861bf88561a1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:05Z date_updated: 2023-08-03T13:00:05Z file_id: '13674' file_name: Extdata08_b_4_right.tif file_size: 5561131 relation: main_file success: 1 - access_level: open_access checksum: fd4ca56dc5c48ad4546df22daef04efc content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:06Z date_updated: 2023-08-03T13:00:06Z file_id: '13675' file_name: Extdata08_b_5_left.tif file_size: 38786287 relation: main_file success: 1 - access_level: open_access checksum: 52c04890160c4e0f23d3fe2d3ed0c8e7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:00:06Z date_updated: 2023-08-03T13:00:06Z file_id: '13676' file_name: Extdata08_b_5_right.tif file_size: 5562487 relation: main_file success: 1 - access_level: open_access checksum: 47ee6f4b083130d5bb720bcf8a832443 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:52Z date_updated: 2023-08-03T13:04:52Z file_id: '13677' file_name: Extdata08_a_1-1.png file_size: 2133527 relation: main_file success: 1 - access_level: open_access checksum: 5ca2279c372b3b7dbce3ea5658a68399 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:52Z date_updated: 2023-08-03T13:04:52Z file_id: '13678' file_name: Extdata08_a_1-2.png file_size: 1782607 relation: main_file success: 1 - access_level: open_access checksum: 34b7781e3e4abf9f30a0c85db156b6d5 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:52Z date_updated: 2023-08-03T13:04:52Z file_id: '13679' file_name: Extdata08_a_2.png file_size: 5117469 relation: main_file success: 1 - access_level: open_access checksum: 25717007393682098d2208bd0676a0f7 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:52Z date_updated: 2023-08-03T13:04:52Z file_id: '13680' file_name: Extdata08_a_3.png file_size: 6911658 relation: main_file success: 1 - access_level: open_access checksum: b4b003809acec33c71628066744c7ea9 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:53Z date_updated: 2023-08-03T13:04:53Z file_id: '13681' file_name: Extdata08_a_4.png file_size: 8579427 relation: main_file success: 1 - access_level: open_access checksum: 4410976cf867ecacf8f197dbd28cc5a0 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:53Z date_updated: 2023-08-03T13:04:53Z file_id: '13682' file_name: Extdata08_a_5.png file_size: 9675065 relation: main_file success: 1 - access_level: open_access checksum: a235dd204f28d3323883e044b031b984 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:53Z date_updated: 2023-08-03T13:04:53Z file_id: '13683' file_name: Extdata08_a_6.png file_size: 9769588 relation: main_file success: 1 - access_level: open_access checksum: 0e2b768e4eb7200cf6fe28ba511a5ef6 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:53Z date_updated: 2023-08-03T13:04:53Z file_id: '13684' file_name: Extdata08_a_7.png file_size: 9114791 relation: main_file success: 1 - access_level: open_access checksum: df4a01c62233ee8ed601c4b90d7780d0 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:04:57Z date_updated: 2023-08-03T13:04:57Z file_id: '13685' file_name: Extdata08_a_8.png file_size: 124540688 relation: main_file success: 1 - access_level: open_access checksum: 1f407c7915e2717a56fec258708e7b7a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:11:30Z date_updated: 2023-08-03T13:11:30Z file_id: '13686' file_name: Exdata09_c_n2v.tif file_size: 204861336 relation: main_file success: 1 - access_level: open_access checksum: 9089dc7c9914edf9750eebd65819708d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:11:26Z date_updated: 2023-08-03T13:11:26Z file_id: '13687' file_name: Extdata09_a_zoom.tif file_size: 252149 relation: main_file success: 1 - access_level: open_access checksum: 62d295a62cb8dd36c268b28cf0251322 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:11:26Z date_updated: 2023-08-03T13:11:26Z file_id: '13688' file_name: Extdata09_a.tif file_size: 11117705 relation: main_file success: 1 - access_level: open_access checksum: e874d8ee287f924c1076134b5b06bdb2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:11:31Z date_updated: 2023-08-03T13:11:31Z file_id: '13689' file_name: Extdata09_b_n2v.tif file_size: 256074660 relation: main_file success: 1 - access_level: open_access checksum: 488068fff7b42bcf5728739e2a06d742 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:12:53Z date_updated: 2023-08-03T13:12:53Z file_id: '13690' file_name: Extdata10_n2v_CLAHE.tif file_size: 127914854 relation: main_file success: 1 - access_level: open_access checksum: 35351f5af21ce854d41577813a7bdb57 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13691' file_name: Supplfig01_a_1.png file_size: 430878 relation: main_file success: 1 - access_level: open_access checksum: 36204e9e604206366ffc6f61ec91915b content_type: image/png creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13692' file_name: Supplfig01_a_2.png file_size: 438843 relation: main_file success: 1 - access_level: open_access checksum: 92ccc934c4603b29f4f7a96573e49c83 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13693' file_name: Supplfig01_a_3.png file_size: 426713 relation: main_file success: 1 - access_level: open_access checksum: e71faa54934bee8ac3e66ce692f542ab content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13694' file_name: Supplfig01_a_4.tif file_size: 723221 relation: main_file success: 1 - access_level: open_access checksum: 95dc33563f48b650e5ac020bdfd10c48 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13695' file_name: Supplfig01_a_5.tif file_size: 723235 relation: main_file success: 1 - access_level: open_access checksum: c62df0a9faf1c47af121d77eb1582edd content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13696' file_name: Supplfig01_b_1.tif file_size: 1442129 relation: main_file success: 1 - access_level: open_access checksum: 8ae157c5a4a543da1193cb8ca12b1919 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13697' file_name: Supplfig01_b_2.tif file_size: 725407 relation: main_file success: 1 - access_level: open_access checksum: 388370d954ce842781c0d62edfb448a7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13698' file_name: Supplfig01_c_1.tif file_size: 721641 relation: main_file success: 1 - access_level: open_access checksum: 6cae58ba3c98bc8253e1c769e93657a7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13699' file_name: Supplfig01_c_2.tif file_size: 6003079 relation: main_file success: 1 - access_level: open_access checksum: 85cf013232c72895aefc07f5411a765a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13700' file_name: Supplfig01_c_3.tif file_size: 2003311 relation: main_file success: 1 - access_level: open_access checksum: dfb33b91066e3f34d3803f59a4105aba content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13701' file_name: Supplfig01_c_4.tif file_size: 723271 relation: main_file success: 1 - access_level: open_access checksum: 8b899826fe48d7e7536b0b02a2645e87 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13702' file_name: Supplfig01_d_1.tif file_size: 721901 relation: main_file success: 1 - access_level: open_access checksum: 67529fa6e0f12c272275e823f6045f6d content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13703' file_name: Supplfig01_d_2.tif file_size: 721901 relation: main_file success: 1 - access_level: open_access checksum: 111a9231f63c775340d3356109715cb0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13704' file_name: Supplfig01_e_1.tif file_size: 723223 relation: main_file success: 1 - access_level: open_access checksum: 7685bf02408dcb095a00854ff22763ed content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:21:35Z date_updated: 2023-08-03T13:21:35Z file_id: '13705' file_name: Supplfig01_e_2.tif file_size: 723223 relation: main_file success: 1 - access_level: open_access checksum: 455f5cb9aa8a87b91586a27aca122610 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:00Z date_updated: 2023-08-03T13:26:00Z file_id: '13706' file_name: Supplfig02_b_01.tif file_size: 34821298 relation: main_file success: 1 - access_level: open_access checksum: 311545b39aaa2c72755fd8ae190803a5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:00Z date_updated: 2023-08-03T13:26:00Z file_id: '13707' file_name: Supplfig02_b_02.tif file_size: 32131123 relation: main_file success: 1 - access_level: open_access checksum: 682deb61f57d9ca54716160ddd52a6cf content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:01Z date_updated: 2023-08-03T13:26:01Z file_id: '13708' file_name: Supplfig02_b_03.tif file_size: 36872674 relation: main_file success: 1 - access_level: open_access checksum: 4f9579c91b2a3f36ff6e66b592907973 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:01Z date_updated: 2023-08-03T13:26:01Z file_id: '13709' file_name: Supplfig02_b_04.tif file_size: 39964115 relation: main_file success: 1 - access_level: open_access checksum: 7ae7053673b53dbed59ffb92618f969a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:02Z date_updated: 2023-08-03T13:26:02Z file_id: '13710' file_name: Supplfig02_b_05.tif file_size: 43053091 relation: main_file success: 1 - access_level: open_access checksum: 827b26d3d2b6ddc9bced9d6113023ced content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:02Z date_updated: 2023-08-03T13:26:02Z file_id: '13711' file_name: Supplfig02_b_06.tif file_size: 46998147 relation: main_file success: 1 - access_level: open_access checksum: bc2e7e8badb42f8e1facc8b7bc96fdda content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:03Z date_updated: 2023-08-03T13:26:03Z file_id: '13712' file_name: Supplfig02_b_07.tif file_size: 45179219 relation: main_file success: 1 - access_level: open_access checksum: c2b78aa0f433928afa10a743c5fb73b8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:03Z date_updated: 2023-08-03T13:26:03Z file_id: '13713' file_name: Supplfig02_b_08.tif file_size: 46978802 relation: main_file success: 1 - access_level: open_access checksum: 9cd1ab61cced2c0981e813aeae930855 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:04Z date_updated: 2023-08-03T13:26:04Z file_id: '13714' file_name: Supplfig02_b_09.tif file_size: 48840915 relation: main_file success: 1 - access_level: open_access checksum: 3086126338aee6ec4ebc1d3350551197 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:04Z date_updated: 2023-08-03T13:26:04Z file_id: '13715' file_name: Supplfig02_b_10.tif file_size: 45907059 relation: main_file success: 1 - access_level: open_access checksum: 69f52c2b3bb5b5f9fef057860b3386fa content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:05Z date_updated: 2023-08-03T13:26:05Z file_id: '13716' file_name: Supplfig02_b_11.tif file_size: 32231538 relation: main_file success: 1 - access_level: open_access checksum: defdbeab1e672456bfeafdd1983e779e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:26:05Z date_updated: 2023-08-03T13:26:05Z file_id: '13717' file_name: Supplfig02_b_12.tif file_size: 35264963 relation: main_file success: 1 - access_level: open_access checksum: 02c566f781b9ad44f04ce0088a1fa27a content_type: image/png creator: jdanzl date_created: 2023-08-03T13:28:40Z date_updated: 2023-08-03T13:28:40Z file_id: '13718' file_name: Supplfig03_a_std_xy.png file_size: 63326 relation: main_file success: 1 - access_level: open_access checksum: c6c3630ee9a6ed5d207cb68e330da566 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:28:40Z date_updated: 2023-08-03T13:28:40Z file_id: '13719' file_name: Supplfig03_a_std_xz.png file_size: 50211 relation: main_file success: 1 - access_level: open_access checksum: 0dcd4d19e83a7ff259d6aa04d746cd90 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:28:41Z date_updated: 2023-08-03T13:28:41Z file_id: '13720' file_name: Supplfig03_b_std_xy.png file_size: 52629 relation: main_file success: 1 - access_level: open_access checksum: 4785de4a6dcb23b25a06b0da29df5bb5 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:28:41Z date_updated: 2023-08-03T13:28:41Z file_id: '13721' file_name: Supplfig03_b_std_xz.png file_size: 72245 relation: main_file success: 1 - access_level: open_access checksum: 19d0f198bd8a25073e45e7950d7a78c2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:28:45Z date_updated: 2023-08-03T13:28:45Z file_id: '13722' file_name: Supplfig03_model1.tif file_size: 98570368 relation: main_file success: 1 - access_level: open_access checksum: 51ff687df4a0867f39b69c2c7a4ee3ca content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:28:45Z date_updated: 2023-08-03T13:28:45Z file_id: '13723' file_name: Supplfig03_model2.tif file_size: 98570367 relation: main_file success: 1 - access_level: open_access checksum: ec9d9a041ca85fe632c612baf981fcc5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:28:49Z date_updated: 2023-08-03T13:28:49Z file_id: '13724' file_name: Supplfig03_model3.tif file_size: 98570365 relation: main_file success: 1 - access_level: open_access checksum: a988b15a9529094f1b5519a72871e98e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:28:49Z date_updated: 2023-08-03T13:28:49Z file_id: '13725' file_name: Supplfig03_model4.tif file_size: 98570365 relation: main_file success: 1 - access_level: open_access checksum: 4a4fe88fcfd87fcfe118a5a73d81d6b0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:28:52Z date_updated: 2023-08-03T13:28:52Z file_id: '13726' file_name: Supplfig03_model5.tif file_size: 98570369 relation: main_file success: 1 - access_level: open_access checksum: ce9b774ff5163ebfa4e3fb162f4cfffe content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:27Z date_updated: 2023-08-03T13:34:27Z file_id: '13727' file_name: Supplfig04_a_n2v.tif file_size: 1036927887 relation: main_file success: 1 - access_level: open_access checksum: 21f1bb8d2a00c88bdd6febe6285acc2a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:13Z date_updated: 2023-08-03T13:34:13Z file_id: '13728' file_name: Supplfig04_a.tif file_size: 518519275 relation: main_file success: 1 - access_level: open_access checksum: 503820214ab994c01b18a241f3b62434 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:22Z date_updated: 2023-08-03T13:34:22Z file_id: '13729' file_name: Supplfig04_b.tif file_size: 158440069 relation: main_file success: 1 - access_level: open_access checksum: e0469102a87332b46904b4ba35b8fb2f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:37Z date_updated: 2023-08-03T13:34:37Z file_id: '13730' file_name: Supplfig04_c_n2v.tif file_size: 309407894 relation: main_file success: 1 - access_level: open_access checksum: c30a0d18c43045a8fbc5501a37061bd2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:38Z date_updated: 2023-08-03T13:34:38Z file_id: '13731' file_name: Supplfig04_c.tif file_size: 154728887 relation: main_file success: 1 - access_level: open_access checksum: 69c706710d642b30cda6951494702139 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:43Z date_updated: 2023-08-03T13:34:43Z file_id: '13732' file_name: Supplfig04_d_n2v.tif file_size: 106696749 relation: main_file success: 1 - access_level: open_access checksum: 7dbd2e881ebf049352913188fa10224a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:41Z date_updated: 2023-08-03T13:34:41Z file_id: '13733' file_name: Supplfig04_d.tif file_size: 53367343 relation: main_file success: 1 - access_level: open_access checksum: fd0d1ec674dabbb499fab383b7eb4d58 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:46Z date_updated: 2023-08-03T13:34:46Z file_id: '13734' file_name: Supplfig04_e_n2v.tiff file_size: 127917734 relation: main_file success: 1 - access_level: open_access checksum: 86de309d9cd434afbe371da283d8adb6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:34:46Z date_updated: 2023-08-03T13:34:46Z file_id: '13735' file_name: Supplfig04_e.tif file_size: 63974204 relation: main_file success: 1 - access_level: open_access checksum: ada99b2b5900cb198d1de3cc9e37ebd1 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13736' file_name: Supplfig05_a_xy_1.png file_size: 8403 relation: main_file success: 1 - access_level: open_access checksum: f2e382925a972b98560614016ae3bc55 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13737' file_name: Supplfig05_a_xy_2.png file_size: 10087 relation: main_file success: 1 - access_level: open_access checksum: ef22b640f33d677add1a7b5153f95420 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13738' file_name: Supplfig05_a_xy_3.png file_size: 24561 relation: main_file success: 1 - access_level: open_access checksum: b854cc4a5224b8a6f5d59c74f5740ccd content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13739' file_name: Supplfig05_a_xy_4.png file_size: 8353 relation: main_file success: 1 - access_level: open_access checksum: 446b0362c5ea6e2a5f0e1f8359422358 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13740' file_name: Supplfig05_a_xy_5.png file_size: 8337 relation: main_file success: 1 - access_level: open_access checksum: 5585f7b62fa09ed5a63090b679383601 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13741' file_name: Supplfig05_a_xz_1.png file_size: 7399 relation: main_file success: 1 - access_level: open_access checksum: 190d88bcacbd11d41f4a0e2bbd140862 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13742' file_name: Supplfig05_a_xz_2.png file_size: 10887 relation: main_file success: 1 - access_level: open_access checksum: 0c89010651862f21032a303e159b7a1c content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13743' file_name: Supplfig05_a_xz_3.png file_size: 21654 relation: main_file success: 1 - access_level: open_access checksum: 94e61e553aa2280721acce7d407ff24a content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13744' file_name: Supplfig05_a_xz_4.png file_size: 7248 relation: main_file success: 1 - access_level: open_access checksum: ef9157274686ff5d7056f5a519d413dd content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13745' file_name: Supplfig05_a_xz_5.png file_size: 7214 relation: main_file success: 1 - access_level: open_access checksum: 4b389473cbf769e6e34670dae2224af1 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13746' file_name: Supplfig05_b_xy_1.png file_size: 8544 relation: main_file success: 1 - access_level: open_access checksum: b05aa1e201758a5d55e35d719452fafc content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13747' file_name: Supplfig05_b_xy_2.png file_size: 11135 relation: main_file success: 1 - access_level: open_access checksum: 890f3516930251a367066c049141d6bb content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13748' file_name: Supplfig05_b_xy_3.png file_size: 26762 relation: main_file success: 1 - access_level: open_access checksum: 36345c1d582758ff463072fd04578c0c content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13749' file_name: Supplfig05_b_xy_4.png file_size: 8438 relation: main_file success: 1 - access_level: open_access checksum: c9499ad8914c405a07fc4469b19e8987 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13750' file_name: Supplfig05_b_xy_5.png file_size: 8434 relation: main_file success: 1 - access_level: open_access checksum: 7e7a7c900ce1fc3187ab648f207f9425 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13751' file_name: Supplfig05_b_xz_1.png file_size: 8269 relation: main_file success: 1 - access_level: open_access checksum: b645d1e2422ef3f05344ccd3f955468d content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13752' file_name: Supplfig05_b_xz_2.png file_size: 12762 relation: main_file success: 1 - access_level: open_access checksum: ef0b83b49cf47ca7d8ffe3bdc609fe38 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13753' file_name: Supplfig05_b_xz_3.png file_size: 24819 relation: main_file success: 1 - access_level: open_access checksum: 68719d4d464a2ffc198cb6ad070c4579 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:37Z date_updated: 2023-08-03T13:35:37Z file_id: '13754' file_name: Supplfig05_b_xz_4.png file_size: 8126 relation: main_file success: 1 - access_level: open_access checksum: 18370f47177ef37a477c6fd7bda3fea0 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13755' file_name: Supplfig05_b_xz_5.png file_size: 8114 relation: main_file success: 1 - access_level: open_access checksum: 013d4bd9704ace490810b9ef21b12454 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13756' file_name: Supplfig05_c_xy_1.png file_size: 8273 relation: main_file success: 1 - access_level: open_access checksum: bb431f827386e79c54452d6284f501b9 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13757' file_name: Supplfig05_c_xy_2.png file_size: 12639 relation: main_file success: 1 - access_level: open_access checksum: 4cd54f58c5afff88832a508655f913bb content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13758' file_name: Supplfig05_c_xy_3.png file_size: 25288 relation: main_file success: 1 - access_level: open_access checksum: 07f86f98f6a65eac8608cec8c567309e content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13759' file_name: Supplfig05_c_xz_1.png file_size: 6786 relation: main_file success: 1 - access_level: open_access checksum: 492f699b71761214272b17432e3a54fa content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13760' file_name: Supplfig05_c_xz_2.png file_size: 9781 relation: main_file success: 1 - access_level: open_access checksum: af617da5638db849bea6ff51a08227c6 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13761' file_name: Supplfig05_c_xz_3.png file_size: 20728 relation: main_file success: 1 - access_level: open_access checksum: 5e5d5694af4a22297046d697a01fa4d6 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13762' file_name: Supplfig05_d_xy_1.png file_size: 8428 relation: main_file success: 1 - access_level: open_access checksum: 38bf7b75f3dedd0a3722faae05aa0233 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13763' file_name: Supplfig05_d_xy_2.png file_size: 10813 relation: main_file success: 1 - access_level: open_access checksum: e4ea966553f158ec2cfbdc696780390e content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13764' file_name: Supplfig05_d_xy_3.png file_size: 26552 relation: main_file success: 1 - access_level: open_access checksum: 356f424d9f5f608e9aea962bb63672f1 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13765' file_name: Supplfig05_d_xz_1.png file_size: 7876 relation: main_file success: 1 - access_level: open_access checksum: 05068476beee0f394e28b98209686394 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13766' file_name: Supplfig05_d_xz_2.png file_size: 11634 relation: main_file success: 1 - access_level: open_access checksum: 78b3a0d93df22383a384a2f3acc80401 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13767' file_name: Supplfig05_d_xz_3.png file_size: 25006 relation: main_file success: 1 - access_level: open_access checksum: f5ee6a817f11a42c9db82ad6325f58b9 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13768' file_name: Supplfig05_e_xy_1.png file_size: 7895 relation: main_file success: 1 - access_level: open_access checksum: 019ca89e892d6e19589609bc99eab331 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13769' file_name: Supplfig05_e_xy_2.png file_size: 6180 relation: main_file success: 1 - access_level: open_access checksum: 0e1a5cbbd70dc245edaecaca70d974cb content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13770' file_name: Supplfig05_e_xy_3.png file_size: 18326 relation: main_file success: 1 - access_level: open_access checksum: 4d4d64a5bb7b096aaf8130ece4512bc2 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13771' file_name: Supplfig05_e_xz_1.png file_size: 6295 relation: main_file success: 1 - access_level: open_access checksum: 607302aec5ec2a14a271dbffd3465261 content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13772' file_name: Supplfig05_e_xz_2.png file_size: 4335 relation: main_file success: 1 - access_level: open_access checksum: a673e17ead1fd2e776b9a5f560a289ab content_type: image/png creator: jdanzl date_created: 2023-08-03T13:35:38Z date_updated: 2023-08-03T13:35:38Z file_id: '13773' file_name: Supplfig05_e_xz_3.png file_size: 23243 relation: main_file success: 1 - access_level: open_access checksum: 4349e511fc86a8bddb790a7be7175c75 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13774' file_name: Supplfig06_a_1.tif file_size: 4002153 relation: main_file success: 1 - access_level: open_access checksum: cd12977e4c1a472d80193be01f69a895 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13775' file_name: Supplfig06_a_2.tif file_size: 2252137 relation: main_file success: 1 - access_level: open_access checksum: 575e32b8c25ce658e20f0c86a5f1b9b7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13776' file_name: Supplfig06_a_3.tif file_size: 2252137 relation: main_file success: 1 - access_level: open_access checksum: b06f775e0210e7a16cb4b58aed32118c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13777' file_name: Supplfig06_a_i.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: 56854c1a05c721c36877fe7c7454b7d7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13778' file_name: Supplfig06_a_ii.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: 9aff42ea5138931fedb5a00643ae7a22 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13779' file_name: Supplfig06_a_iii.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: 9474b7d00d4dee46659afedef75dc095 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13780' file_name: Supplfig06_d_1.tif file_size: 501149 relation: main_file success: 1 - access_level: open_access checksum: 53df41dd968b04b4657cd2b91870d636 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:13Z date_updated: 2023-08-03T13:46:13Z file_id: '13781' file_name: Supplfig06_d_2.tif file_size: 500153 relation: main_file success: 1 - access_level: open_access checksum: 1a39b8310598dd25d97f848b682b8de0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13782' file_name: Supplfig06_d_3.tif file_size: 500153 relation: main_file success: 1 - access_level: open_access checksum: 6d9b496be6aecedbb2cb4cbf68f02872 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13783' file_name: Supplfig06_d_i.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: bc034b1636c2db8b9d9e7bd131b9780a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13784' file_name: Supplfig06_d_ii.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: 54f6e55e30a2aeea6c82eb6dbd376240 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13785' file_name: Supplfig06_d_iii.tif file_size: 78329 relation: main_file success: 1 - access_level: open_access checksum: 446da3cc16897277890f23f966c2bf52 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13786' file_name: Supplfig06_g_1.tif file_size: 960011 relation: main_file success: 1 - access_level: open_access checksum: 71192d0ec592a33195f2386a5f95aa86 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13787' file_name: Supplfig06_g_2.tif file_size: 960011 relation: main_file success: 1 - access_level: open_access checksum: 246782dbe8ff525aea360efc72e65f07 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13788' file_name: Supplfig06_g_3.tif file_size: 960041 relation: main_file success: 1 - access_level: open_access checksum: d49b12fec5508aa8d72587757cccc0a4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13789' file_name: Supplfig06_g_4.tif file_size: 960041 relation: main_file success: 1 - access_level: open_access checksum: 27b11b1d4fc784a49ffd7660624d00b6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:46:14Z date_updated: 2023-08-03T13:46:14Z file_id: '13790' file_name: Supplfig06_g_5.tif file_size: 963241 relation: main_file success: 1 - access_level: open_access checksum: 9ce944049c1b88fadbf43609385f9e2f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:38Z date_updated: 2023-08-03T13:51:38Z file_id: '13791' file_name: Suppl08_a_1.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 06265515f06688843a415362f7b2c485 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:38Z date_updated: 2023-08-03T13:51:38Z file_id: '13792' file_name: Suppl08_a_2.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 50f0969c6c2c1209ff776bec4861030a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:38Z date_updated: 2023-08-03T13:51:38Z file_id: '13793' file_name: Suppl08_a_3.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: b90965d20133fea73c99050c32eb7695 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:38Z date_updated: 2023-08-03T13:51:38Z file_id: '13794' file_name: Suppl08_a_4.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 568a1e0efaa62527b51e66a7aabfd05c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:40Z date_updated: 2023-08-03T13:51:40Z file_id: '13795' file_name: Suppl08_a_coCATS_N2V.tif file_size: 19287339 relation: main_file success: 1 - access_level: open_access checksum: 06265515f06688843a415362f7b2c485 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:40Z date_updated: 2023-08-03T13:51:40Z file_id: '13796' file_name: Suppl08_c_1_4_predictedBASSOON.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 568a1e0efaa62527b51e66a7aabfd05c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:43Z date_updated: 2023-08-03T13:51:43Z file_id: '13797' file_name: Suppl08_c_1_coCATS.tif file_size: 19287339 relation: main_file success: 1 - access_level: open_access checksum: feae08c38b1d9c540b697977cd7f2666 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T15:36:47Z date_updated: 2023-08-03T15:36:47Z file_id: '13798' file_name: Suppl08_c_2_coCATS.tif file_size: 19287340 relation: main_file success: 1 - access_level: open_access checksum: af2c1199fdcaecfec76189dae86cc12e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:44Z date_updated: 2023-08-03T13:51:44Z file_id: '13799' file_name: Suppl08_c_2-3_predictedBASSOON.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 1f92db47605959d0db01f612f7c9c034 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:43Z date_updated: 2023-08-03T13:51:43Z file_id: '13800' file_name: Suppl08_c_3-6_roi.roi file_size: 156 relation: main_file success: 1 - access_level: open_access checksum: 4fc4f8803adcfacd53a41b91f4699dc5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:45Z date_updated: 2023-08-03T13:51:45Z file_id: '13801' file_name: Suppl08_e_1_3.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 459551aae114daa4f5ca5d06fcd6b203 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:45Z date_updated: 2023-08-03T13:51:45Z file_id: '13802' file_name: Suppl08_e_1-2.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 032cbace7ec436f7b62478c0ffd35e5e content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:45Z date_updated: 2023-08-03T13:51:45Z file_id: '13803' file_name: Suppl08_e_2-5_roi.roi file_size: 152 relation: main_file success: 1 - access_level: open_access checksum: 7379168be281ef618b8cecd8efd31ed5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:46Z date_updated: 2023-08-03T13:51:46Z file_id: '13804' file_name: Suppl08_e_4-5_coCATS.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 5c4c092f608f4c10bb422c9e08b5955b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:46Z date_updated: 2023-08-03T13:51:46Z file_id: '13805' file_name: Suppl08_e_4.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 903e31be124f6e4ec1c2e7ab7db80e6b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:46Z date_updated: 2023-08-03T13:51:46Z file_id: '13806' file_name: Suppl08_e_5.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 173d956392d67b0a7e544629b51881e4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:48Z date_updated: 2023-08-03T13:51:48Z file_id: '13807' file_name: Suppl08_e_6_8.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 2a4cea867a253a6af7e9b0d2e100de14 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:48Z date_updated: 2023-08-03T13:51:48Z file_id: '13808' file_name: Suppl08_e_6-7.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 6b40f99fddfa26f0a9713000769741b7 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:48Z date_updated: 2023-08-03T13:51:48Z file_id: '13809' file_name: Suppl08_e_7-10_roi.roi file_size: 174 relation: main_file success: 1 - access_level: open_access checksum: 82f7013959df99c27366886de9b38ba2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13810' file_name: Suppl08_e_9-10_coCATS.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 50f0969c6c2c1209ff776bec4861030a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:48Z date_updated: 2023-08-03T13:51:48Z file_id: '13811' file_name: Suppl08_e_9.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 569f599d7f2be49d4dcf7cb385f428c4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13812' file_name: Suppl08_e_10.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 50f0969c6c2c1209ff776bec4861030a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13813' file_name: Suppl08_g_1.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: 62797fc860176197142a47e831eaf1f6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13814' file_name: Suppl08_g_2.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: b90965d20133fea73c99050c32eb7695 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13815' file_name: Suppl08_g_3.tif file_size: 617552 relation: main_file success: 1 - access_level: open_access checksum: a96dc9f38c6a1d3c959771a649a42748 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:49Z date_updated: 2023-08-03T13:51:49Z file_id: '13816' file_name: Suppl08_i_add_roi.roi file_size: 160 relation: main_file success: 1 - access_level: open_access checksum: f2135207ebbc4bdc014763ba852a5cf0 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:50Z date_updated: 2023-08-03T13:51:50Z file_id: '13817' file_name: Suppl08_i_shape_roi.roi file_size: 160 relation: main_file success: 1 - access_level: open_access checksum: f6f31fe2d87cf7208387f98ce1e37b04 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T13:51:50Z date_updated: 2023-08-03T13:51:50Z file_id: '13818' file_name: Suppl08_i_split_roi.roi file_size: 158 relation: main_file success: 1 - access_level: open_access checksum: 71590db0ad391e0c5baf03024981b1d9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:51Z date_updated: 2023-08-03T13:51:51Z file_id: '13819' file_name: Suppl08_i_1.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 9ce944049c1b88fadbf43609385f9e2f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:51Z date_updated: 2023-08-03T13:51:51Z file_id: '13820' file_name: Suppl08_i_2.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 06265515f06688843a415362f7b2c485 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:52Z date_updated: 2023-08-03T13:51:52Z file_id: '13821' file_name: Suppl08_i_3.tiff file_size: 19286002 relation: main_file success: 1 - access_level: open_access checksum: 16c628c160fb81e40df0ad1eb134e92b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:52Z date_updated: 2023-08-03T13:51:52Z file_id: '13822' file_name: Suppl08_i_4.tif file_size: 19284766 relation: main_file success: 1 - access_level: open_access checksum: b06e62c3a9834a40002d7aad3eaacc3f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:53Z date_updated: 2023-08-03T13:51:53Z file_id: '13823' file_name: Suppl08_i_5.tif file_size: 9649818 relation: main_file success: 1 - access_level: open_access checksum: 41ef98c7f01755b43cf6e77fff287732 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:51:53Z date_updated: 2023-08-03T13:51:53Z file_id: '13824' file_name: Suppl08_i_6.tif file_size: 19284766 relation: main_file success: 1 - access_level: open_access checksum: feae08c38b1d9c540b697977cd7f2666 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:53:29Z date_updated: 2023-08-03T13:53:29Z file_id: '13825' file_name: Suppl08_c_2_coCATS.tif file_size: 19287340 relation: main_file success: 1 - access_level: open_access checksum: c01509a1c657fbbbfdbbd484c298b6e3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:58:08Z date_updated: 2023-08-03T13:58:08Z file_id: '13826' file_name: Supplfig09_b_1_n2v.tiff file_size: 179788642 relation: main_file success: 1 - access_level: open_access checksum: 64a7f270274ff3480b18d690087016e2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:58:20Z date_updated: 2023-08-03T13:58:20Z file_id: '13827' file_name: Supplfig09_b_2_n2v.tif file_size: 742420240 relation: main_file success: 1 - access_level: open_access checksum: b34a6beaaf13698f421df961e009efeb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:58:20Z date_updated: 2023-08-03T13:58:20Z file_id: '13828' file_name: Supplfig09_b_3_n2v.tif file_size: 478900363 relation: main_file success: 1 - access_level: open_access checksum: ec04501f234b5e4fd91f9eac0e585395 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:58:25Z date_updated: 2023-08-03T13:58:25Z file_id: '13829' file_name: Supplfig09_b_4_n2v.tif file_size: 191873159 relation: main_file success: 1 - access_level: open_access checksum: 3a1b313298da35c97550abf0d245b4a7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:59:27Z date_updated: 2023-08-03T13:59:27Z file_id: '13830' file_name: Supplfig11_i.tif file_size: 55286 relation: main_file success: 1 - access_level: open_access checksum: 9cf00c0252f0a2efe1994c83c224389a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:59:27Z date_updated: 2023-08-03T13:59:27Z file_id: '13831' file_name: Supplfig11_ii.tif file_size: 55286 relation: main_file success: 1 - access_level: open_access checksum: 9a6e83acdf6d70bb9a6e76fa7d41a372 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:59:27Z date_updated: 2023-08-03T13:59:27Z file_id: '13832' file_name: Supplfig11_iii.tif file_size: 55257 relation: main_file success: 1 - access_level: open_access checksum: 709fdd13b7e090846a4d8edd2425f675 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T13:59:32Z date_updated: 2023-08-03T13:59:32Z file_id: '13833' file_name: Supplfig11_n2v+prediction.tif file_size: 309457551 relation: main_file success: 1 - access_level: open_access checksum: e60ea3e6bb1bf380460d0d8ccdbd1f07 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:32Z date_updated: 2023-08-03T14:14:32Z file_id: '13834' file_name: Supplfig12_a_01_n2v.tif file_size: 119323629 relation: main_file success: 1 - access_level: open_access checksum: 2a4e1771e2f06383894361ba2a8155b4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:29Z date_updated: 2023-08-03T14:14:29Z file_id: '13835' file_name: Supplfig12_a_01.tif file_size: 59680727 relation: main_file success: 1 - access_level: open_access checksum: 993c434069b9d1bcb09bfe70628f5bbe content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:34Z date_updated: 2023-08-03T14:14:34Z file_id: '13836' file_name: Supplfig12_a_02_n2v.tif file_size: 106696749 relation: main_file success: 1 - access_level: open_access checksum: e3b6410d68e42004ef3857967707aeb3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:34Z date_updated: 2023-08-03T14:14:34Z file_id: '13837' file_name: Supplfig12_a_02.tif file_size: 53367287 relation: main_file success: 1 - access_level: open_access checksum: 0156e99806fe1539d5f48ea16c78e8c8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:41Z date_updated: 2023-08-03T14:14:41Z file_id: '13838' file_name: Supplfig12_a_03_n2v.tif file_size: 149937979 relation: main_file success: 1 - access_level: open_access checksum: 6cc1533a221526a072a0b09fb44bcf50 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:39Z date_updated: 2023-08-03T14:14:39Z file_id: '13839' file_name: Supplfig12_a_03.tif file_size: 74987927 relation: main_file success: 1 - access_level: open_access checksum: f134834bd0d5e8c22e5a35aadf592007 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:53Z date_updated: 2023-08-03T14:14:53Z file_id: '13840' file_name: Supplfig12_a_04_n2v.tif file_size: 305581862 relation: main_file success: 1 - access_level: open_access checksum: 212ec76c02552fa1eef91e7bca9f07f7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:50Z date_updated: 2023-08-03T14:14:50Z file_id: '13841' file_name: Supplfig12_a_04.tif file_size: 152821840 relation: main_file success: 1 - access_level: open_access checksum: 7d99807d5b4313b04b4b5e0fbc08ba78 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:52Z date_updated: 2023-08-03T14:14:52Z file_id: '13842' file_name: Supplfig12_a_05_n2v.tif file_size: 48082029 relation: main_file success: 1 - access_level: open_access checksum: a6d4024a8c6fa073a532cc0c78323df7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:14:53Z date_updated: 2023-08-03T14:14:53Z file_id: '13843' file_name: Supplfig12_a_05.tif file_size: 24059983 relation: main_file success: 1 - access_level: open_access checksum: 1c42ad5423636478fe57495a3b506746 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:09Z date_updated: 2023-08-03T14:15:09Z file_id: '13844' file_name: Supplfig12_a_06_n2v.tif file_size: 305581860 relation: main_file success: 1 - access_level: open_access checksum: 821f1d31c6dbe68eb2513fb7520b5272 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:04Z date_updated: 2023-08-03T14:15:04Z file_id: '13845' file_name: Supplfig12_a_06.tif file_size: 152821840 relation: main_file success: 1 - access_level: open_access checksum: 86a4dc1e4948c4bc9c71e6d55b4fd104 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:08Z date_updated: 2023-08-03T14:15:08Z file_id: '13846' file_name: Supplfig12_a_07_n2v.tif file_size: 66855793 relation: main_file success: 1 - access_level: open_access checksum: fd5d45b1135800124fec635c4667dafe content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:09Z date_updated: 2023-08-03T14:15:09Z file_id: '13847' file_name: Supplfig12_a_07.tif file_size: 33446807 relation: main_file success: 1 - access_level: open_access checksum: 5683760cc119a09f0b7de8fea98cda9c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:19Z date_updated: 2023-08-03T14:15:19Z file_id: '13848' file_name: Supplfig12_a_08_n2v.tif file_size: 231476260 relation: main_file success: 1 - access_level: open_access checksum: 0c336d554bcd8524f11bd25c2188b56f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:15Z date_updated: 2023-08-03T14:15:15Z file_id: '13849' file_name: Supplfig12_a_08.tif file_size: 115769040 relation: main_file success: 1 - access_level: open_access checksum: fcaea6c95c363bd864a524fca8ed8e9b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:31Z date_updated: 2023-08-03T14:15:31Z file_id: '13850' file_name: Supplfig12_a_09_n2v.tif file_size: 305581869 relation: main_file success: 1 - access_level: open_access checksum: f401f1875f072c345d106a1e419f9d13 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:28Z date_updated: 2023-08-03T14:15:28Z file_id: '13851' file_name: Supplfig12_a_09.tif file_size: 152821840 relation: main_file success: 1 - access_level: open_access checksum: 7ad7d5b1ac81da1ec3d5003d00ee870a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:42Z date_updated: 2023-08-03T14:15:42Z file_id: '13852' file_name: Supplfig12_a_10_n2v.tif file_size: 266386255 relation: main_file success: 1 - access_level: open_access checksum: 77b93d082debd5248348c0a1e886eab9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:40Z date_updated: 2023-08-03T14:15:40Z file_id: '13853' file_name: Supplfig12_a_10.tif file_size: 133239040 relation: main_file success: 1 - access_level: open_access checksum: 5ece1d503f05133d07d5b867f666d7a8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:49Z date_updated: 2023-08-03T14:15:49Z file_id: '13854' file_name: Supplfig12_a_11_n2v.tif file_size: 191866269 relation: main_file success: 1 - access_level: open_access checksum: a72ee7ab433097752ff00a63421d4b61 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:15:48Z date_updated: 2023-08-03T14:15:48Z file_id: '13855' file_name: Supplfig12_a_11.tif file_size: 95955040 relation: main_file success: 1 - access_level: open_access checksum: c9c6e4692e0e7f305a43058b201b50d3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:16:49Z date_updated: 2023-08-03T14:16:49Z file_id: '13856' file_name: Supplfig13_i.tif file_size: 55281 relation: main_file success: 1 - access_level: open_access checksum: 345d11dbd70123d9d2723b547cbfc4fc content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:16:49Z date_updated: 2023-08-03T14:16:49Z file_id: '13857' file_name: Supplfig13_ii.tif file_size: 55193 relation: main_file success: 1 - access_level: open_access checksum: b4c74c08077cfd3e11bfd6ea9ee1c5b2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:16:49Z date_updated: 2023-08-03T14:16:49Z file_id: '13858' file_name: Supplfig13_n2v+predict.tif file_size: 539037 relation: main_file success: 1 - access_level: open_access checksum: 15f5b44257d075f9e45811304dfd5f85 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:18:10Z date_updated: 2023-08-03T14:18:10Z file_id: '13859' file_name: Supplfig14_a_n2v.tif file_size: 854898609 relation: main_file success: 1 - access_level: open_access checksum: a9ca03e3e5696988d06fc6ab1c103440 content_type: image/png creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13860' file_name: Supplfig15_a_1.png file_size: 7514502 relation: main_file success: 1 - access_level: open_access checksum: 4be3451e203a0fc5d9eb14279ff68a7a content_type: image/png creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13861' file_name: Supplfig15_a_2.png file_size: 1784041 relation: main_file success: 1 - access_level: open_access checksum: 43068c31eecddb798dbf2f51bda9b6c9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13862' file_name: Supplfig15_b_1.tif file_size: 6030878 relation: main_file success: 1 - access_level: open_access checksum: ded4c0797f1a9152dc3128f1bb8c32a5 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13863' file_name: Supplfig15_b_2.tif file_size: 723293 relation: main_file success: 1 - access_level: open_access checksum: 705394732d94bd8463479aee83c2d36e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13864' file_name: Supplfig15_c_i.tif file_size: 723409 relation: main_file success: 1 - access_level: open_access checksum: e08efe220bec6a93d583cab17754dd19 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:58Z date_updated: 2023-08-03T14:19:58Z file_id: '13865' file_name: Supplfig15_c_ii.tif file_size: 723409 relation: main_file success: 1 - access_level: open_access checksum: 0e08e5d965815240b0a8195e0f899aab content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:59Z date_updated: 2023-08-03T14:19:59Z file_id: '13866' file_name: Supplfig15_c.tif file_size: 31572914 relation: main_file success: 1 - access_level: open_access checksum: 594696a77d4a9be512046be5e2d602f0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:59Z date_updated: 2023-08-03T14:19:59Z file_id: '13867' file_name: Supplfig15_d_1.tif file_size: 6030752 relation: main_file success: 1 - access_level: open_access checksum: ffe6733eb77858008c4ca07b5f8c432b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:19:59Z date_updated: 2023-08-03T14:19:59Z file_id: '13868' file_name: Supplfig15_d_2.tif file_size: 8005495 relation: main_file success: 1 - access_level: open_access checksum: 663bf013cf1e5019e1e7ddd2d12fa492 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:20:56Z date_updated: 2023-08-03T14:20:56Z file_id: '13869' file_name: Supplfig16_a.tif file_size: 11117709 relation: main_file success: 1 - access_level: open_access checksum: 80aee233dc2a1f26ed8cc323270cf3a9 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:20:56Z date_updated: 2023-08-03T14:20:56Z file_id: '13870' file_name: Supplfig16_b.tif file_size: 113709 relation: main_file success: 1 - access_level: open_access checksum: 3b408e9345df2f16a942ad4ea61739b7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:20:56Z date_updated: 2023-08-03T14:20:56Z file_id: '13871' file_name: Supplfig16_c.tif file_size: 113709 relation: main_file success: 1 - access_level: open_access checksum: fbf688ef1f907149f92e9e936d02df72 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13872' file_name: Supplfig17_a_1.tif file_size: 6003131 relation: main_file success: 1 - access_level: open_access checksum: 9a56470f251f14b43903036fab338f76 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13873' file_name: Supplfig17_a_2.tif file_size: 8004085 relation: main_file success: 1 - access_level: open_access checksum: 4578c020ba5d0a6ffe2a8a1c22e52c75 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13874' file_name: Supplfig17_a_3.tif file_size: 6003123 relation: main_file success: 1 - access_level: open_access checksum: a681d32f515da3bff8e803946f1d8b50 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13875' file_name: Supplfig17_a_4.tif file_size: 6003131 relation: main_file success: 1 - access_level: open_access checksum: b89d366c39e25d17dc5d8ceee9145c8b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13876' file_name: Supplfig17_a_5.tif file_size: 6003131 relation: main_file success: 1 - access_level: open_access checksum: 0b9d60f0aba79525a97c122d972f0b22 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13877' file_name: Supplfig17_a_6.tif file_size: 6003079 relation: main_file success: 1 - access_level: open_access checksum: 169aad3cea521cc2a0ce4c3e41473e0c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13878' file_name: Supplfig17_a_7.tif file_size: 6003115 relation: main_file success: 1 - access_level: open_access checksum: 39a44d77d9047bfa10da8d9c9bd7b391 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:47Z date_updated: 2023-08-03T14:25:47Z file_id: '13879' file_name: Supplfig17_a_8.tif file_size: 4002129 relation: main_file success: 1 - access_level: open_access checksum: f4ecb2bd44f2cea3d71587670344ac40 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:25:48Z date_updated: 2023-08-03T14:25:48Z file_id: '13880' file_name: Supplfig17_b.tif file_size: 8214335 relation: main_file success: 1 - access_level: open_access checksum: 44a20d2621680c90227416bf32b5a566 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:27:06Z date_updated: 2023-08-03T14:27:06Z file_id: '13881' file_name: Supplfig18_a.tif file_size: 7471479 relation: main_file success: 1 - access_level: open_access checksum: 5a5f7b616785f9213064e8c77f9d38c4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:27:06Z date_updated: 2023-08-03T14:27:06Z file_id: '13882' file_name: Supplfig18_b.tif file_size: 290625 relation: main_file success: 1 - access_level: open_access checksum: 8f621722a636e808a03d85f9597ad1a2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:27:07Z date_updated: 2023-08-03T14:27:07Z file_id: '13883' file_name: Supplfig18_c.tif file_size: 411767 relation: main_file success: 1 - access_level: open_access checksum: 3c8356f9170fe345e2ef725cd7d1b167 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:27:07Z date_updated: 2023-08-03T14:27:07Z file_id: '13884' file_name: Supplfig18_d.tif file_size: 11117685 relation: main_file success: 1 - access_level: open_access checksum: 5c8443e97724b54f359f7355483b890e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:27:10Z date_updated: 2023-08-03T14:27:10Z file_id: '13885' file_name: Supplfig18_e_n2v.tif file_size: 259509773 relation: main_file success: 1 - access_level: open_access checksum: 413e3105c1bcd2ac2c569fa2b06253f2 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:29:25Z date_updated: 2023-08-03T14:29:25Z file_id: '13886' file_name: Supplfig19_n2v.tif file_size: 1430939360 relation: main_file success: 1 - access_level: open_access checksum: a864dc5b54f469c723e86286d538bb52 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:29:16Z date_updated: 2023-08-03T14:29:16Z file_id: '13887' file_name: Supplfig19.tif file_size: 715524468 relation: main_file success: 1 - access_level: open_access checksum: 8a78ce49446d207c0bf31196b788fa93 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13888' file_name: Supplfig20_a_left.tif file_size: 8004743 relation: main_file success: 1 - access_level: open_access checksum: 48fa3abfd16a00c7a3757d6452a482ec content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13889' file_name: Supplfig20_a_right.tif file_size: 5561081 relation: main_file success: 1 - access_level: open_access checksum: 85d82cd94dd3202f04b5987bc4466573 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13890' file_name: Supplfig20_b_1.tif file_size: 8456797 relation: main_file success: 1 - access_level: open_access checksum: e16f04d5d4d40f6ec33456d0cf02e1eb content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13891' file_name: Supplfig20_b_2.tif file_size: 8456795 relation: main_file success: 1 - access_level: open_access checksum: ff190edb269c28b25d27bffaeb7d25cf content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13892' file_name: Supplfig20_b_3.tif file_size: 8456796 relation: main_file success: 1 - access_level: open_access checksum: deb10b81bae62d9e20e681411fb75fcc content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13893' file_name: Supplfig20_b_4.tif file_size: 8538887 relation: main_file success: 1 - access_level: open_access checksum: 5c64bb94e76030d7a9d8624bac4b0f57 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13894' file_name: Supplfig20_b_5.tif file_size: 8538851 relation: main_file success: 1 - access_level: open_access checksum: d6c20232c4bd36e213b4c456c5009644 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13895' file_name: Supplfig20_c_1.tif file_size: 11077737 relation: main_file success: 1 - access_level: open_access checksum: 49c3396b8960af3f6fd8f6b078971d51 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:54Z date_updated: 2023-08-03T14:32:54Z file_id: '13896' file_name: Supplfig20_c_2.tif file_size: 11077737 relation: main_file success: 1 - access_level: open_access checksum: 73471528f691fb337839b84c31014da4 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13897' file_name: Supplfig20_c_3.tif file_size: 11077737 relation: main_file success: 1 - access_level: open_access checksum: 47a0fd1a36d7e7907ce18007bdaaa145 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13898' file_name: Supplfig20_c_4.tif file_size: 11077737 relation: main_file success: 1 - access_level: open_access checksum: 0c74b07f13fb08a91e61669368f38c9a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13899' file_name: Supplfig20_c_5.tif file_size: 11077737 relation: main_file success: 1 - access_level: open_access checksum: fe3b76446ec8bd0d5cdba94a128a84b8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13900' file_name: Supplfig20_d_1.tif file_size: 4002133 relation: main_file success: 1 - access_level: open_access checksum: 0570bab9a471af3d0d1d8bf9a3cb17e7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13901' file_name: Supplfig20_d_2.tif file_size: 4002133 relation: main_file success: 1 - access_level: open_access checksum: 59f330990b5c95f98a768761a009940c content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13902' file_name: Supplfig20_d_3.tif file_size: 4002199 relation: main_file success: 1 - access_level: open_access checksum: f0da06f2a278dff4bbd1aeace11700bf content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13903' file_name: Supplfig20_d_4.tif file_size: 4002133 relation: main_file success: 1 - access_level: open_access checksum: e61d49dcc0952af3623cc26a78cc6495 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:32:55Z date_updated: 2023-08-03T14:32:55Z file_id: '13904' file_name: Supplfig20_d_5.tif file_size: 4002133 relation: main_file success: 1 - access_level: open_access checksum: bcf8294487abaf1a75033f388fba06ec content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:01Z date_updated: 2023-08-03T14:42:01Z file_id: '13905' file_name: Supplfig22_b_1.tif file_size: 12627576 relation: main_file success: 1 - access_level: open_access checksum: 14097feb4a73e7bb1e1694cef0115cab content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:01Z date_updated: 2023-08-03T14:42:01Z file_id: '13906' file_name: Supplfig22_b_2.tif file_size: 8543366 relation: main_file success: 1 - access_level: open_access checksum: 7e74b8cff2ada56d47d135a6a9e71e76 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:04Z date_updated: 2023-08-03T14:42:04Z file_id: '13907' file_name: Supplfig22_b_3.tif file_size: 8394010 relation: main_file success: 1 - access_level: open_access checksum: f6e6e0f0e3854fedd201ab8ff08a7651 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T15:35:39Z date_updated: 2023-08-03T15:35:39Z file_id: '13908' file_name: Supplfig22_b_4.tif file_size: 8682992 relation: main_file success: 1 - access_level: open_access checksum: 6ddeb84249768b46b9c2072bf85bdc8b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:04Z date_updated: 2023-08-03T14:42:04Z file_id: '13909' file_name: Supplfig22_b_5.tif file_size: 8503466 relation: main_file success: 1 - access_level: open_access checksum: 40648b8a4ef375b8352f11a6772ea1a6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:04Z date_updated: 2023-08-03T14:42:04Z file_id: '13910' file_name: Supplfig22_b_6.tif file_size: 8543342 relation: main_file success: 1 - access_level: open_access checksum: 78f601de4d88f6ccb97861eaf4a995f8 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:06Z date_updated: 2023-08-03T14:42:06Z file_id: '13911' file_name: Supplfig22_b_7.tif file_size: 33588990 relation: main_file success: 1 - access_level: open_access checksum: 2873c488b7c8ad4d111726025086e9ea content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:42:41Z date_updated: 2023-08-03T14:42:41Z file_id: '13912' file_name: Supplfig22_c.tif file_size: 1453171518 relation: main_file success: 1 - access_level: open_access checksum: c1d0e5e61ac0d0ddf08704769f80ac78 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:47:43Z date_updated: 2023-08-03T14:47:43Z file_id: '13913' file_name: Supplfig23_a.tif file_size: 1325919782 relation: main_file success: 1 - access_level: open_access checksum: f97632984b6a73e06cc0c8c947cdcc71 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:47:25Z date_updated: 2023-08-03T14:47:25Z file_id: '13914' file_name: Supplfig23_b.tif file_size: 31366288 relation: main_file success: 1 - access_level: open_access checksum: 16f4c17835a79d7c06e2a97b1603baf1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:47:26Z date_updated: 2023-08-03T14:47:26Z file_id: '13915' file_name: Supplfig23_c.tif file_size: 31366288 relation: main_file success: 1 - access_level: open_access checksum: 00f35ca77165642ca9b3bc3608bd04c1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:47:27Z date_updated: 2023-08-03T14:47:27Z file_id: '13916' file_name: Supplfig23_d.tif file_size: 31366428 relation: main_file success: 1 - access_level: open_access checksum: 1aff850f47ae8c8f05ca48ff9faa38b1 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:47:27Z date_updated: 2023-08-03T14:47:27Z file_id: '13917' file_name: Supplfig23_e.tif file_size: 31500832 relation: main_file success: 1 - access_level: open_access checksum: f644de697d142c83461ed5ad1d72a043 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:48:38Z date_updated: 2023-08-03T14:48:38Z file_id: '13918' file_name: Supplfig24_a_i.tif file_size: 44179078 relation: main_file success: 1 - access_level: open_access checksum: eccb84925a6699b396d4b07efcbc7349 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:48:38Z date_updated: 2023-08-03T14:48:38Z file_id: '13919' file_name: Supplfig24_a_ii.tif file_size: 44125924 relation: main_file success: 1 - access_level: open_access checksum: afe7253e70ec79144e59b28c3c66703a content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:48:54Z date_updated: 2023-08-03T14:48:54Z file_id: '13920' file_name: Supplfig24_a.tif file_size: 1061835435 relation: main_file success: 1 - access_level: open_access checksum: 94a03b022aa84ea6e8515450a481ad82 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:48:39Z date_updated: 2023-08-03T14:48:39Z file_id: '13921' file_name: Supplfig24_b_iii.tif file_size: 3977824 relation: main_file success: 1 - access_level: open_access checksum: 166832c173fcda88ec6e35decdf0d197 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:48:39Z date_updated: 2023-08-03T14:48:39Z file_id: '13922' file_name: Supplfig24_b_iv.tif file_size: 3977825 relation: main_file success: 1 - access_level: open_access checksum: 53175073b83ab569241ae64ef7f180b3 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:51:27Z date_updated: 2023-08-03T14:51:27Z file_id: '13923' file_name: Supplfig25_a_1.tif file_size: 37641738 relation: main_file success: 1 - access_level: open_access checksum: 70e6a1780daeae6a5bef2c27c996c442 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:51:26Z date_updated: 2023-08-03T14:51:26Z file_id: '13924' file_name: Supplfig25_a_2.tif file_size: 4932897 relation: main_file success: 1 - access_level: open_access checksum: 1748266d7b8a2ae1f6292b9c265c2068 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:51:31Z date_updated: 2023-08-03T14:51:31Z file_id: '13925' file_name: Supplfig25_b_1.tif file_size: 357433570 relation: main_file success: 1 - access_level: open_access checksum: 8490f44160a482ea06d858eb3bc25a11 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:51:27Z date_updated: 2023-08-03T14:51:27Z file_id: '13926' file_name: Supplfig25_b_2.tif file_size: 27734506 relation: main_file success: 1 - access_level: open_access checksum: e5e9c550cc934a7725dc209c79951847 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:43Z date_updated: 2023-08-03T14:53:43Z file_id: '13927' file_name: Suppfig26_h.tif file_size: 35082394 relation: main_file success: 1 - access_level: open_access checksum: 39ae411d1e950e78bdc12937fb36f661 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:42Z date_updated: 2023-08-03T14:53:42Z file_id: '13928' file_name: Supplfig26_a_1.tif file_size: 16676477 relation: main_file success: 1 - access_level: open_access checksum: 450f5d0e8091639e27eb7a7991524e88 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:42Z date_updated: 2023-08-03T14:53:42Z file_id: '13929' file_name: Supplfig26_a_2.tif file_size: 170493 relation: main_file success: 1 - access_level: open_access checksum: 8e5a71801fa1fcb7f679d1af23344662 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:43Z date_updated: 2023-08-03T14:53:43Z file_id: '13930' file_name: Supplfig26_b_1.tif file_size: 11117737 relation: main_file success: 1 - access_level: open_access checksum: 519fb0326a0f0774b3edc1dafffcdd08 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:43Z date_updated: 2023-08-03T14:53:43Z file_id: '13931' file_name: Supplfig26_b_2.tif file_size: 113753 relation: main_file success: 1 - access_level: open_access checksum: d051c7d717eeb6f2ca59d8727ea62200 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:52Z date_updated: 2023-08-03T14:53:52Z file_id: '13932' file_name: Supplfig26_c.tif file_size: 495452386 relation: main_file success: 1 - access_level: open_access checksum: 5437b53e708572e2e9ad1432c260a04f content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:46Z date_updated: 2023-08-03T14:53:46Z file_id: '13933' file_name: Supplfig26_d.tif file_size: 132167170 relation: main_file success: 1 - access_level: open_access checksum: 0baab38829a8587ded5e39f85068124b content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:46Z date_updated: 2023-08-03T14:53:46Z file_id: '13934' file_name: Supplfig26_e.tif file_size: 11431214 relation: main_file success: 1 - access_level: open_access checksum: afa57f254c9dd987d90d5e43db3fb9e6 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:48Z date_updated: 2023-08-03T14:53:48Z file_id: '13935' file_name: Supplfig26_f.tif file_size: 64005702 relation: main_file success: 1 - access_level: open_access checksum: c35ba67ab92c410cb4370f91f3dea819 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:53:52Z date_updated: 2023-08-03T14:53:52Z file_id: '13936' file_name: Supplfig26_g.tif file_size: 246421054 relation: main_file success: 1 - access_level: open_access checksum: 3fd6186d73cbce1be79cf14a94a7f3bd content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:43Z date_updated: 2023-08-03T14:56:43Z file_id: '13937' file_name: Supplfig27_a.tif file_size: 166614932 relation: main_file success: 1 - access_level: open_access checksum: d1fc4c88e8e258e4e536a26e196d09b0 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:42Z date_updated: 2023-08-03T14:56:42Z file_id: '13938' file_name: Supplfig27_b.tif file_size: 143583446 relation: main_file success: 1 - access_level: open_access checksum: 8d6985530e86f38548e89e6380d73771 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:47Z date_updated: 2023-08-03T14:56:47Z file_id: '13939' file_name: Supplfig27_c.tif file_size: 172528188 relation: main_file success: 1 - access_level: open_access checksum: d0b1309d2120892ede84e04fdf0dbfbf content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:46Z date_updated: 2023-08-03T14:56:46Z file_id: '13940' file_name: Supplfig27_d.tif file_size: 113699256 relation: main_file success: 1 - access_level: open_access checksum: 4789b5254d0415ce314fc9e39cc52121 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:47Z date_updated: 2023-08-03T14:56:47Z file_id: '13941' file_name: Supplfig27_e.tif file_size: 88664548 relation: main_file success: 1 - access_level: open_access checksum: 7ff2d06534f062b0f17dab181f6c1f4e content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:47Z date_updated: 2023-08-03T14:56:47Z file_id: '13942' file_name: Supplfig27_f.tif file_size: 2298356 relation: main_file success: 1 - access_level: open_access checksum: 46de66d457b0def90f753c11927536b7 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:47Z date_updated: 2023-08-03T14:56:47Z file_id: '13943' file_name: Supplfig27_g_1.tif file_size: 499618 relation: main_file success: 1 - access_level: open_access checksum: 9ef5fba064a73a79dbc74b5e166d08ec content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:50Z date_updated: 2023-08-03T14:56:50Z file_id: '13944' file_name: Supplfig27_g_2.tif file_size: 202079026 relation: main_file success: 1 - access_level: open_access checksum: bf956c2b58d3da2baa869db5206d8d49 content_type: image/tiff creator: jdanzl date_created: 2023-08-03T14:56:48Z date_updated: 2023-08-03T14:56:48Z file_id: '13945' file_name: Supplfig27_g_3.tif file_size: 14639269 relation: main_file success: 1 - access_level: open_access checksum: 327dca11f42d5375d7f47f4cbd5b36c0 content_type: application/octet-stream creator: jdanzl date_created: 2023-08-03T15:21:01Z date_updated: 2023-08-03T15:21:01Z file_id: '13946' file_name: model.p file_size: 279467712 relation: main_file success: 1 file_date_updated: 2023-08-04T13:19:47Z has_accepted_license: '1' month: '08' oa: 1 oa_version: Published Version project: - _id: 265CB4D0-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: I03600 name: Optical control of synaptic function via adhesion molecules - _id: 26AA4EF2-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: W1232-B24 name: Molecular Drug Targets - _id: 25C5A090-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: Z00312 name: The Wittgenstein Prize - _id: 23889792-32DE-11EA-91FC-C7463DDC885E name: High content imaging to decode human immune cell interactions in health and allergic disease - _id: 25444568-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '715508' name: Probing the Reversibility of Autism Spectrum Disorders by Employing in vivo and in vitro Models - _id: 25B7EB9E-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '692692' name: Biophysics and circuit function of a giant cortical glumatergic synapse - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: fc2be41b-9c52-11eb-aca3-faa90aa144e9 call_identifier: H2020 grant_number: '101026635' name: Synaptic computations of the hippocampal CA3 circuitry publisher: Institute of Science and Technology Austria related_material: link: - description: 'Original data for Fig. 5d, Fig. 5d (N2V) and Fig. 5f-i, provided via an external link due to the large size (>10GB) of the datasets. ' relation: research_data url: https://pub.ista.ac.at/group_danzl/data/CATS/ record: - id: '14257' relation: used_in_publication status: public status: public title: Research data for the publication "Imaging brain tissue architecture across millimeter to nanometer scales" tmp: image: /images/cc_by_nc_sa.png legal_code_url: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) short: CC BY-NC-SA (4.0) type: research_data user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 year: '2023' ... --- _id: '13142' abstract: - lang: eng text: Reinforcement learning has received much attention for learning controllers of deterministic systems. We consider a learner-verifier framework for stochastic control systems and survey recent methods that formally guarantee a conjunction of reachability and safety properties. Given a property and a lower bound on the probability of the property being satisfied, our framework jointly learns a control policy and a formal certificate to ensure the satisfaction of the property with a desired probability threshold. Both the control policy and the formal certificate are continuous functions from states to reals, which are learned as parameterized neural networks. While in the deterministic case, the certificates are invariant and barrier functions for safety, or Lyapunov and ranking functions for liveness, in the stochastic case the certificates are supermartingales. For certificate verification, we use interval arithmetic abstract interpretation to bound the expected values of neural network functions. acknowledgement: This work was supported in part by the ERC-2020-AdG 101020093, ERC CoG 863818 (FoRM-SMArt) and the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie Grant Agreement No. 665385. alternative_title: - LNCS article_processing_charge: No author: - first_name: Krishnendu full_name: Chatterjee, Krishnendu id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87 last_name: Chatterjee orcid: 0000-0002-4561-241X - first_name: Thomas A full_name: Henzinger, Thomas A id: 40876CD8-F248-11E8-B48F-1D18A9856A87 last_name: Henzinger orcid: 0000-0002-2985-7724 - first_name: Mathias full_name: Lechner, Mathias id: 3DC22916-F248-11E8-B48F-1D18A9856A87 last_name: Lechner - first_name: Dorde full_name: Zikelic, Dorde id: 294AA7A6-F248-11E8-B48F-1D18A9856A87 last_name: Zikelic orcid: 0000-0002-4681-1699 citation: ama: 'Chatterjee K, Henzinger TA, Lechner M, Zikelic D. A learner-verifier framework for neural network controllers and certificates of stochastic systems. In: Tools and Algorithms for the Construction and Analysis of Systems . Vol 13993. Springer Nature; 2023:3-25. doi:10.1007/978-3-031-30823-9_1' apa: 'Chatterjee, K., Henzinger, T. A., Lechner, M., & Zikelic, D. (2023). A learner-verifier framework for neural network controllers and certificates of stochastic systems. In Tools and Algorithms for the Construction and Analysis of Systems (Vol. 13993, pp. 3–25). Paris, France: Springer Nature. https://doi.org/10.1007/978-3-031-30823-9_1' chicago: Chatterjee, Krishnendu, Thomas A Henzinger, Mathias Lechner, and Dorde Zikelic. “A Learner-Verifier Framework for Neural Network Controllers and Certificates of Stochastic Systems.” In Tools and Algorithms for the Construction and Analysis of Systems , 13993:3–25. Springer Nature, 2023. https://doi.org/10.1007/978-3-031-30823-9_1. ieee: K. Chatterjee, T. A. Henzinger, M. Lechner, and D. Zikelic, “A learner-verifier framework for neural network controllers and certificates of stochastic systems,” in Tools and Algorithms for the Construction and Analysis of Systems , Paris, France, 2023, vol. 13993, pp. 3–25. ista: 'Chatterjee K, Henzinger TA, Lechner M, Zikelic D. 2023. A learner-verifier framework for neural network controllers and certificates of stochastic systems. Tools and Algorithms for the Construction and Analysis of Systems . TACAS: Tools and Algorithms for the Construction and Analysis of Systems, LNCS, vol. 13993, 3–25.' mla: Chatterjee, Krishnendu, et al. “A Learner-Verifier Framework for Neural Network Controllers and Certificates of Stochastic Systems.” Tools and Algorithms for the Construction and Analysis of Systems , vol. 13993, Springer Nature, 2023, pp. 3–25, doi:10.1007/978-3-031-30823-9_1. short: K. Chatterjee, T.A. Henzinger, M. Lechner, D. Zikelic, in:, Tools and Algorithms for the Construction and Analysis of Systems , Springer Nature, 2023, pp. 3–25. conference: end_date: 2023-04-27 location: Paris, France name: 'TACAS: Tools and Algorithms for the Construction and Analysis of Systems' start_date: 2023-04-22 date_created: 2023-06-18T22:00:47Z date_published: 2023-04-22T00:00:00Z date_updated: 2025-07-14T09:09:52Z day: '22' ddc: - '000' department: - _id: KrCh - _id: ToHe doi: 10.1007/978-3-031-30823-9_1 ec_funded: 1 file: - access_level: open_access checksum: 3d8a8bb24d211bc83360dfc2fd744307 content_type: application/pdf creator: dernst date_created: 2023-06-19T08:29:30Z date_updated: 2023-06-19T08:29:30Z file_id: '13150' file_name: 2023_LNCS_Chatterjee.pdf file_size: 528455 relation: main_file success: 1 file_date_updated: 2023-06-19T08:29:30Z has_accepted_license: '1' intvolume: ' 13993' language: - iso: eng month: '04' oa: 1 oa_version: Published Version page: 3-25 project: - _id: 0599E47C-7A3F-11EA-A408-12923DDC885E call_identifier: H2020 grant_number: '863818' name: 'Formal Methods for Stochastic Models: Algorithms and Applications' - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program publication: 'Tools and Algorithms for the Construction and Analysis of Systems ' publication_identifier: eissn: - 1611-3349 isbn: - '9783031308222' issn: - 0302-9743 publication_status: published publisher: Springer Nature quality_controlled: '1' scopus_import: '1' status: public title: A learner-verifier framework for neural network controllers and certificates of stochastic systems tmp: image: /images/cc_by.png legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) short: CC BY (4.0) type: conference user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 13993 year: '2023' ... --- _id: '13267' abstract: - lang: eng text: Three-dimensional (3D) reconstruction of living brain tissue down to an individual synapse level would create opportunities for decoding the dynamics and structure–function relationships of the brain’s complex and dense information processing network; however, this has been hindered by insufficient 3D resolution, inadequate signal-to-noise ratio and prohibitive light burden in optical imaging, whereas electron microscopy is inherently static. Here we solved these challenges by developing an integrated optical/machine-learning technology, LIONESS (live information-optimized nanoscopy enabling saturated segmentation). This leverages optical modifications to stimulated emission depletion microscopy in comprehensively, extracellularly labeled tissue and previous information on sample structure via machine learning to simultaneously achieve isotropic super-resolution, high signal-to-noise ratio and compatibility with living tissue. This allows dense deep-learning-based instance segmentation and 3D reconstruction at a synapse level, incorporating molecular, activity and morphodynamic information. LIONESS opens up avenues for studying the dynamic functional (nano-)architecture of living brain tissue. acknowledged_ssus: - _id: ScienComp - _id: Bio - _id: PreCl - _id: E-Lib - _id: LifeSc - _id: M-Shop acknowledgement: "We thank J. Vorlaufer, N. Agudelo and A. Wartak for microscope maintenance and troubleshooting, C. Kreuzinger and A. Freeman for technical assistance, M. Šuplata for hardware control support and M. Cunha dos Santos for initial exploration of software. We\r\nthank P. Henderson for advice on deep-learning training and M. Sixt, S. Boyd and T. Weiss for discussions and critical reading of the manuscript. L. Lavis (Janelia Research Campus) generously provided the JF585-HaloTag ligand. We acknowledge expert support by IST\r\nAustria’s scientific computing, imaging and optics, preclinical, library and laboratory support facilities and by the Miba machine shop. We gratefully acknowledge funding by the following sources: Austrian Science Fund (F.W.F.) grant no. I3600-B27 (J.G.D.), grant no. DK W1232\r\n(J.G.D. and J.M.M.) and grant no. Z 312-B27, Wittgenstein award (P.J.); the Gesellschaft für Forschungsförderung NÖ grant no. LSC18-022 (J.G.D.); an ISTA Interdisciplinary project grant (J.G.D. and B.B.); the European Union’s Horizon 2020 research and innovation programme,\r\nMarie-Skłodowska Curie grant 665385 (J.M.M. and J.L.); the European Union’s Horizon 2020 research and innovation programme, European Research Council grant no. 715767, MATERIALIZABLE (B.B.); grant no. 715508, REVERSEAUTISM (G.N.); grant no. 695568, SYNNOVATE (S.G.N.G.); and grant no. 692692, GIANTSYN (P.J.); the Simons\r\nFoundation Autism Research Initiative grant no. 529085 (S.G.N.G.); the Wellcome Trust Technology Development grant no. 202932 (S.G.N.G.); the Marie Skłodowska-Curie Actions Individual Fellowship no. 101026635 under the EU Horizon 2020 program (J.F.W.);\r\nthe Human Frontier Science Program postdoctoral fellowship LT000557/2018 (W.J.); and the National Science Foundation grant no. IIS-1835231 (H.P.) and NCS-FO-2124179 (H.P.)." article_processing_charge: Yes article_type: original author: - first_name: Philipp full_name: Velicky, Philipp id: 39BDC62C-F248-11E8-B48F-1D18A9856A87 last_name: Velicky orcid: 0000-0002-2340-7431 - first_name: Eder full_name: Miguel Villalba, Eder id: 3FB91342-F248-11E8-B48F-1D18A9856A87 last_name: Miguel Villalba orcid: 0000-0001-5665-0430 - first_name: Julia M full_name: Michalska, Julia M id: 443DB6DE-F248-11E8-B48F-1D18A9856A87 last_name: Michalska orcid: 0000-0003-3862-1235 - first_name: Julia full_name: Lyudchik, Julia id: 46E28B80-F248-11E8-B48F-1D18A9856A87 last_name: Lyudchik - first_name: Donglai full_name: Wei, Donglai last_name: Wei - first_name: Zudi full_name: Lin, Zudi last_name: Lin - first_name: Jake full_name: Watson, Jake id: 63836096-4690-11EA-BD4E-32803DDC885E last_name: Watson orcid: 0000-0002-8698-3823 - first_name: Jakob full_name: Troidl, Jakob last_name: Troidl - first_name: Johanna full_name: Beyer, Johanna last_name: Beyer - first_name: Yoav full_name: Ben Simon, Yoav id: 43DF3136-F248-11E8-B48F-1D18A9856A87 last_name: Ben Simon - first_name: Christoph M full_name: Sommer, Christoph M id: 4DF26D8C-F248-11E8-B48F-1D18A9856A87 last_name: Sommer orcid: 0000-0003-1216-9105 - first_name: Wiebke full_name: Jahr, Wiebke id: 425C1CE8-F248-11E8-B48F-1D18A9856A87 last_name: Jahr - first_name: Alban full_name: Cenameri, Alban id: 9ac8f577-2357-11eb-997a-e566c5550886 last_name: Cenameri - first_name: Johannes full_name: Broichhagen, Johannes last_name: Broichhagen - first_name: Seth G.N. full_name: Grant, Seth G.N. last_name: Grant - first_name: Peter M full_name: Jonas, Peter M id: 353C1B58-F248-11E8-B48F-1D18A9856A87 last_name: Jonas orcid: 0000-0001-5001-4804 - first_name: Gaia full_name: Novarino, Gaia id: 3E57A680-F248-11E8-B48F-1D18A9856A87 last_name: Novarino orcid: 0000-0002-7673-7178 - first_name: Hanspeter full_name: Pfister, Hanspeter last_name: Pfister - first_name: Bernd full_name: Bickel, Bernd id: 49876194-F248-11E8-B48F-1D18A9856A87 last_name: Bickel orcid: 0000-0001-6511-9385 - first_name: Johann G full_name: Danzl, Johann G id: 42EFD3B6-F248-11E8-B48F-1D18A9856A87 last_name: Danzl orcid: 0000-0001-8559-3973 citation: ama: Velicky P, Miguel Villalba E, Michalska JM, et al. Dense 4D nanoscale reconstruction of living brain tissue. Nature Methods. 2023;20:1256-1265. doi:10.1038/s41592-023-01936-6 apa: Velicky, P., Miguel Villalba, E., Michalska, J. M., Lyudchik, J., Wei, D., Lin, Z., … Danzl, J. G. (2023). Dense 4D nanoscale reconstruction of living brain tissue. Nature Methods. Springer Nature. https://doi.org/10.1038/s41592-023-01936-6 chicago: Velicky, Philipp, Eder Miguel Villalba, Julia M Michalska, Julia Lyudchik, Donglai Wei, Zudi Lin, Jake Watson, et al. “Dense 4D Nanoscale Reconstruction of Living Brain Tissue.” Nature Methods. Springer Nature, 2023. https://doi.org/10.1038/s41592-023-01936-6. ieee: P. Velicky et al., “Dense 4D nanoscale reconstruction of living brain tissue,” Nature Methods, vol. 20. Springer Nature, pp. 1256–1265, 2023. ista: Velicky P, Miguel Villalba E, Michalska JM, Lyudchik J, Wei D, Lin Z, Watson J, Troidl J, Beyer J, Ben Simon Y, Sommer CM, Jahr W, Cenameri A, Broichhagen J, Grant SGN, Jonas PM, Novarino G, Pfister H, Bickel B, Danzl JG. 2023. Dense 4D nanoscale reconstruction of living brain tissue. Nature Methods. 20, 1256–1265. mla: Velicky, Philipp, et al. “Dense 4D Nanoscale Reconstruction of Living Brain Tissue.” Nature Methods, vol. 20, Springer Nature, 2023, pp. 1256–65, doi:10.1038/s41592-023-01936-6. short: P. Velicky, E. Miguel Villalba, J.M. Michalska, J. Lyudchik, D. Wei, Z. Lin, J. Watson, J. Troidl, J. Beyer, Y. Ben Simon, C.M. Sommer, W. Jahr, A. Cenameri, J. Broichhagen, S.G.N. Grant, P.M. Jonas, G. Novarino, H. Pfister, B. Bickel, J.G. Danzl, Nature Methods 20 (2023) 1256–1265. date_created: 2023-07-23T22:01:13Z date_published: 2023-08-01T00:00:00Z date_updated: 2024-01-10T08:37:48Z day: '01' department: - _id: PeJo - _id: GaNo - _id: BeBi - _id: JoDa - _id: Bio doi: 10.1038/s41592-023-01936-6 ec_funded: 1 external_id: isi: - '001025621500001' pmid: - '37429995' intvolume: ' 20' isi: 1 language: - iso: eng main_file_link: - open_access: '1' url: https://doi.org/10.1038/s41592-023-01936-6 month: '08' oa: 1 oa_version: Published Version page: 1256-1265 pmid: 1 project: - _id: 265CB4D0-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: I03600 name: Optical control of synaptic function via adhesion molecules - _id: 2548AE96-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: W1232-B24 name: Molecular Drug Targets - _id: 25C5A090-B435-11E9-9278-68D0E5697425 call_identifier: FWF grant_number: Z00312 name: The Wittgenstein Prize - _id: 23889792-32DE-11EA-91FC-C7463DDC885E name: High content imaging to decode human immune cell interactions in health and allergic disease - _id: 2564DBCA-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '665385' name: International IST Doctoral Program - _id: 24F9549A-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '715767' name: 'MATERIALIZABLE: Intelligent fabrication-oriented Computational Design and Modeling' - _id: 25444568-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '715508' name: Probing the Reversibility of Autism Spectrum Disorders by Employing in vivo and in vitro Models - _id: 25B7EB9E-B435-11E9-9278-68D0E5697425 call_identifier: H2020 grant_number: '692692' name: Biophysics and circuit function of a giant cortical glumatergic synapse - _id: fc2be41b-9c52-11eb-aca3-faa90aa144e9 call_identifier: H2020 grant_number: '101026635' name: Synaptic computations of the hippocampal CA3 circuitry - _id: 2668BFA0-B435-11E9-9278-68D0E5697425 grant_number: LT00057 name: High-speed 3D-nanoscopy to study the role of adhesion during 3D cell migration publication: Nature Methods publication_identifier: eissn: - 1548-7105 issn: - 1548-7091 publication_status: published publisher: Springer Nature quality_controlled: '1' related_material: link: - relation: software url: https://github.com/danzllab/LIONESS record: - id: '12817' relation: research_data status: public - id: '14770' relation: shorter_version status: public scopus_import: '1' status: public title: Dense 4D nanoscale reconstruction of living brain tissue type: journal_article user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87 volume: 20 year: '2023' ...