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The aim is to illustrate, in a hands-on way, the importance of research data and its sustainable documentation and organisation for science and society – for example at outreach booths, science nights, or training sessions.\n\nThe format can be delivered in both German and English.\n\nIncluded materials\n\nThis dataset contains the complete building instructions for 9 vehicle models, as well as the solution photos for comparison with the originals:\n\n\n\nAnleitungen_DE.pdf / Anleitungen_EN.pdf – all 9 instructions combined into a single PDF (German/English), for reading and printing\n\n9 × Anleitung_[ModelName].docx (German) and 9 × Building Instructions_[ModelName].docx (English) – the same instructions individually as editable Word files, for adaptation or translation\n\nAuflösung.pdf – photos of the finished original models for comparison\n\n\nThe models were built using the LEGO® Classic Set 11036 (\"Creative Vehicles\").\n\nLicense\n\nAll materials are licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0).\n\nRelation to the original publication\n\nThis format was developed based on the following publication:\n\nHerwig, A. (2025). LEGO® Metadaten für die Reproduzierbarkeit: Dokumentation von Forschungsprozessen fachunabhängig vermitteln. 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This paper specifies an open protocol that resolves the tension byrelocating rather than deleting category data: evaluation is category-blind but trajectory-rich;assessment is untimed within a bounded window; demographic and credential data are collected onlyafter the evaluation decision, firewalled from evaluators, and used exclusively for audit, complianceand administration. The protocol treats the individual, not the population, as the reference class, andthe individual's trajectory, not a credential snapshot, as the primary evidence of capability. It ispublished as a free and open standard, with a reference implementation, so that any organization(employer, school, HR vendor, public service) can adopt or build upon it. Access to employment istreated here as a matter of basic equity, not as a market to be enclosed.\n\nIREP was initiated by Elodie Aishwarya P. Remoissenet as an open protocol inspired by her earlier work on individual reference frames and longitudinal evaluation. 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This paper specifies an open protocol that resolves the tension byrelocating rather than deleting category data: evaluation is category-blind but trajectory-rich;assessment is untimed within a bounded window; demographic and credential data are collected onlyafter the evaluation decision, firewalled from evaluators, and used exclusively for audit, complianceand administration. The protocol treats the individual, not the population, as the reference class, andthe individual's trajectory, not a credential snapshot, as the primary evidence of capability. It ispublished as a free and open standard, with a reference implementation, so that any organization(employer, school, HR vendor, public service) can adopt or build upon it. Access to employment istreated here as a matter of basic equity, not as a market to be enclosed.\n\nIREP was initiated by Elodie Aishwarya P. Remoissenet as an open protocol inspired by her earlier work on individual reference frames and longitudinal evaluation. 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peat meadows: effects on soil CO2 fluxes and potential carbon trade-offs "}],"publisher":"Vrije Universiteit Amsterdam","container":{},"publicationYear":2026,"subjects":[{"schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subject":"FOS: Biological sciences","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"climate adaptation ","subjectScheme":"Keyword"},{"subject":"peat meadows","subjectScheme":"Keyword"},{"subject":"regenerative agriculture","subjectScheme":"Keyword"},{"subject":"topsoil removal","subjectScheme":"Keyword"},{"subject":"soil respiration","subjectScheme":"Keyword"},{"subject":"carbon debt","subjectScheme":"Keyword"}],"contributors":[{"nameType":"Personal","affiliation":["Vrije Universiteit Amsterdam"],"name":"Hefting, Mariet M","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"https://orcid.org/0000-0002-3852-7532"}],"contributorType":"Supervisor"},{"nameType":"Personal","affiliation":["Vrije Universiteit 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Here we investigated the effects of regenerative ditch borders (RDBs) on soil CO2 emissions in comparison to conventional borders (CDBs) in a year-round field survey (June 2023 – March 2024) in a lowland peat agroecosystem. Soil respiration was measured at four distances from the water’s edge (40, 80, 360 and 640 cm) over a ten-month period and used to fit statistical models with the predictors soil temperature, soil moisture content and exposed carbon (a variable integrating profile soil carbon density and groundwater level). The resulting model was used to calculate annual soil respiration, and to estimate the payback time (no. of years for net negative effects on cumulative CO2 emissions) of the removed carbon. 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The goal is not to prescribe a single direction, but to lay out a set of questions and options that feel realistic from a community and funding perspective, and that can guide how we move forward together.\n\nThe recordings these mission and vision talks for the future of OME are available on YouTube."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20132710","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":3,"versionOfCount":1,"created":"2026-05-28T11:06:15Z","registered":"2026-05-28T11:06:15Z","published":null,"updated":"2026-09-18T10:49:14Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22828987","type":"dois","attributes":{"doi":"10.5281/zenodo.22828987","identifiers":[{"identifier":"oai:zenodo.org:22828987","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Heinrich Heine University Düsseldorf"],"givenName":"Stefanie","familyName":"Weidtkamp-Peters","name":"Weidtkamp-Peters, Stefanie","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0001-7734-3771"}]},{"nameType":"Personal","affiliation":["German BioImaging – Gesellschaft für Mikroskopie und Bildanalyse"],"givenName":"Josh","familyName":"Moore","name":"Moore, Josh","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0003-4028-811X"}]}],"titles":[{"title":"[OME2026] The mission: What are we? The vision: How do we evolve?"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"OMEmeeting2026"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"},{"date":"2026-04-29","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"ScholarlyArticle","resourceTypeGeneral":"Text","citeproc":"article-journal","bibtex":"article","ris":"RPRT","resourceType":"Presentation"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20132710","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[{"descriptionType":"Abstract","description":"Abstract:\n\nWhat is OME, actually? This talk takes a practical look at how OME works today: a distributed group building and maintaining widely used software and standards, held together by shared infrastructure, day-to-day collaboration, and a set of evolving processes. Along the way, it touches on what’s working well and where things are getting harder—coordination, sustainability, and questions of structure. The aim is simply to describe OME as it is, in reality, as a starting point for thinking about what comes next. \n\n\n\nWhere does OME go from here? Building on the current picture, this talk looks at possible ways OME could evolve to support its growing role in software and standards. It considers different paths—from staying a flexible, distributed community of organisations to developing more formal structures that help with long-term sustainability, funding, and responsibility. The goal is not to prescribe a single direction, but to lay out a set of questions and options that feel realistic from a community and funding perspective, and that can guide how we move forward together.\n\nThe recordings these mission and vision talks for the future of OME are available on YouTube."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22828987","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-09-18T10:49:12Z","registered":"2026-09-18T10:49:13Z","published":null,"updated":"2026-09-18T10:49:13Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22823285","type":"dois","attributes":{"doi":"10.5281/zenodo.22823285","identifiers":[],"creators":[{"nameType":"Personal","affiliation":["iLang Inc."],"givenName":"Long Quan","familyName":"Zhu","name":"Zhu, Long Quan","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0004-4540-8082"}]}],"titles":[{"title":"IML (I-Lang Machine Layer)"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"I-Lang"},{"subject":"machine layer"},{"subject":"AI communication protocol"},{"subject":"AI-to-AI communication"},{"subject":"codec"},{"subject":"intermediate representation"},{"subject":"structured instruction"},{"subject":"large language models"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/ilang-ai/iml-protocol","relatedIdentifierType":"URL"},{"relationType":"IsDerivedFrom","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.21821452","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22823605","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22824806","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22825633","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22823286","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22823954","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22829081","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22827820","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.5.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://opensource.org/licenses/MIT","schemeUri":"https://spdx.org/licenses/","rights":"MIT License","rightsIdentifier":"mit"}],"descriptions":[{"descriptionType":"Abstract","description":"IML (I-Lang Machine Layer) is an experimental machine form of I-Lang v4.x operation chains and, since version 0.5, of whole I-Lang documents, with fixed-width codes derived from the I-Lang canon at a pinned commit (ilang-ai/ilang-spec 127ba56, v4.2.0). It sits under I-Lang, which carries the meaning, and rides inside whatever transport carries the message. It registers no verb, modifier key, entity or declaration of its own and is not part of the I-Lang canon.\nVersion 0.2 fixes the supported subset (one linear operation chain), the registry derivation and its digest, the grammar and its segmentation rule, the message header, the treatment of OUT and the Greek aliases, the canonical I-Lang print, the round-trip law at the AST level, and six error codes taken from the I-Lang specification. The repository ships the specification, a rule sheet, the derived registry, a reference codec (standard library only), golden and malformed corpora, tests, and a measurement report. On the golden corpus IML is longer than the I-Lang canonical print in bytes, characters and tokens; no efficiency claim is made.\nRelease 0.2.2 adds citation metadata. Version 0.3 changes the surface only: ASCII marks (@ for a target or an entity reference, $ for OUT, one space between operations) and a document form that carries one header for many chains; the 0.2 surface stays readable on request. The registry (digest 88d05d0839c1), the AST, the round-trip law and the error codes are unchanged since 0.2.0. On the golden corpus the 0.3 message is measured at 2,438 cl100k_base tokens against 2,761 for 0.2 and 2,040 for the I-Lang canonical print, and the 0.3 document at 1,315; no efficiency claim is made.\nRelease 0.3.1 is a fix release after an adversarial review of a clean clone; the message form, the registry and the error codes are unchanged.\nVersion 0.4 adds the two flow forms the I-Lang canon defines for operation chains: the batch shorthand [BATC:VERB] (a verb reference in the target slot, on BATC only, canon section 3.9) and multi-line chains, which the compiler joins before parsing (canon PATCH-2 section 1.7). It writes the three definitions the roadmap demanded (the loop body and its termination, the source of truth for a condition, OUT inside a branch) from canon text, and records that conditionals, parallel groups, DAGs, error handling and retry are not operation-chain syntax in the canon and therefore not in IML. The header becomes #iml/0.4/ and a 0.3 header is read without a flag; the registry (digest 88d05d0839c1), the value rules, the round-trip law and the six error codes are unchanged, and on the 72-chain golden corpus no measured figure changes. No efficiency claim is made.\nRelease 0.4.1 is a fix release after an adversarial review of a clean clone: a continuation line is joined only after a closed operation, the writers refuse control characters that the readers refuse, the command line drops one leading byte order mark and reports input that is not valid UTF-8 as an error, and the specification corrects its canon audit; the message form, the registry, the AST and the six error codes are unchanged.\nVersion 0.5 carries whole I-Lang documents, following the owner's decision of 2026-09-18: the canon is not changed, and IML carries the canon's declaration layer in machine form, derives everything from the canon and registers nothing of its own. The 49 names of the canon's declaration registry (PATCH-2 sections 1.5 and 1.6) get two-character codes derived like the verb roots, in a second registry file (digest 7e29fae7f5ea); the 0.2 registry is kept byte for byte for 0.4 and 0.3 headers. Block shapes, spans, opaque blocks, temporal prefixes, MODULE names, the addressing of the double-brace narratives, body lines and one level of nesting become explicit line structure; an operation line in a declaration body is coded as a chain; what the canon does not tokenize (the content between the braces of a header, body text, span and opaque lines, the other top-level lines) is carried as exact text. The header becomes #iml/0.5/; the pinned canon validator is the oracle on the golden and generated documents, and the points where IML is stricter than the validator are listed. The six error codes are unchanged. On the 20 golden documents the IML documents are measured at 5,526 cl100k_base tokens against 5,246 for the I-Lang sources as written; no efficiency claim is made.\nRelease 0.5.1 is a fix release after an adversarial review of a clean clone of v0.5.0: two inputs whose canonical print read back otherwise are refused where they stand, a declaration or text line in a 0.4 or 0.3 message is an E502 error as in a document, errors of the canonical check are reported at the first line of their item, continuation lines are joined in linear time, and the command line drops every leading byte order mark; the message form, the registries, the AST and the six error codes are unchanged."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22823285","contentUrl":null,"metadataVersion":6,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":7,"versionOfCount":0,"created":"2026-09-18T04:30:35Z","registered":"2026-09-18T04:30:36Z","published":null,"updated":"2026-09-18T10:49:08Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22829081","type":"dois","attributes":{"doi":"10.5281/zenodo.22829081","identifiers":[{"identifier":"oai:zenodo.org:22829081","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["iLang Inc."],"givenName":"Long Quan","familyName":"Zhu","name":"Zhu, Long Quan","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0009-0004-4540-8082"}]}],"titles":[{"title":"IML (I-Lang Machine Layer)"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"I-Lang"},{"subject":"machine layer"},{"subject":"AI communication protocol"},{"subject":"AI-to-AI communication"},{"subject":"codec"},{"subject":"intermediate representation"},{"subject":"structured instruction"},{"subject":"large language models"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementTo","resourceTypeGeneral":"Software","relatedIdentifier":"https://github.com/ilang-ai/iml-protocol","relatedIdentifierType":"URL"},{"relationType":"IsDerivedFrom","resourceTypeGeneral":"Software","relatedIdentifier":"10.5281/zenodo.21821452","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22823285","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"0.5.1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://opensource.org/licenses/MIT","schemeUri":"https://spdx.org/licenses/","rights":"MIT License","rightsIdentifier":"mit"}],"descriptions":[{"descriptionType":"Abstract","description":"IML (I-Lang Machine Layer) is an experimental machine form of I-Lang v4.x operation chains and, since version 0.5, of whole I-Lang documents, with fixed-width codes derived from the I-Lang canon at a pinned commit (ilang-ai/ilang-spec 127ba56, v4.2.0). It sits under I-Lang, which carries the meaning, and rides inside whatever transport carries the message. It registers no verb, modifier key, entity or declaration of its own and is not part of the I-Lang canon.\nVersion 0.2 fixes the supported subset (one linear operation chain), the registry derivation and its digest, the grammar and its segmentation rule, the message header, the treatment of OUT and the Greek aliases, the canonical I-Lang print, the round-trip law at the AST level, and six error codes taken from the I-Lang specification. The repository ships the specification, a rule sheet, the derived registry, a reference codec (standard library only), golden and malformed corpora, tests, and a measurement report. On the golden corpus IML is longer than the I-Lang canonical print in bytes, characters and tokens; no efficiency claim is made.\nRelease 0.2.2 adds citation metadata. Version 0.3 changes the surface only: ASCII marks (@ for a target or an entity reference, $ for OUT, one space between operations) and a document form that carries one header for many chains; the 0.2 surface stays readable on request. The registry (digest 88d05d0839c1), the AST, the round-trip law and the error codes are unchanged since 0.2.0. On the golden corpus the 0.3 message is measured at 2,438 cl100k_base tokens against 2,761 for 0.2 and 2,040 for the I-Lang canonical print, and the 0.3 document at 1,315; no efficiency claim is made.\nRelease 0.3.1 is a fix release after an adversarial review of a clean clone; the message form, the registry and the error codes are unchanged.\nVersion 0.4 adds the two flow forms the I-Lang canon defines for operation chains: the batch shorthand [BATC:VERB] (a verb reference in the target slot, on BATC only, canon section 3.9) and multi-line chains, which the compiler joins before parsing (canon PATCH-2 section 1.7). It writes the three definitions the roadmap demanded (the loop body and its termination, the source of truth for a condition, OUT inside a branch) from canon text, and records that conditionals, parallel groups, DAGs, error handling and retry are not operation-chain syntax in the canon and therefore not in IML. The header becomes #iml/0.4/ and a 0.3 header is read without a flag; the registry (digest 88d05d0839c1), the value rules, the round-trip law and the six error codes are unchanged, and on the 72-chain golden corpus no measured figure changes. No efficiency claim is made.\nRelease 0.4.1 is a fix release after an adversarial review of a clean clone: a continuation line is joined only after a closed operation, the writers refuse control characters that the readers refuse, the command line drops one leading byte order mark and reports input that is not valid UTF-8 as an error, and the specification corrects its canon audit; the message form, the registry, the AST and the six error codes are unchanged.\nVersion 0.5 carries whole I-Lang documents, following the owner's decision of 2026-09-18: the canon is not changed, and IML carries the canon's declaration layer in machine form, derives everything from the canon and registers nothing of its own. The 49 names of the canon's declaration registry (PATCH-2 sections 1.5 and 1.6) get two-character codes derived like the verb roots, in a second registry file (digest 7e29fae7f5ea); the 0.2 registry is kept byte for byte for 0.4 and 0.3 headers. Block shapes, spans, opaque blocks, temporal prefixes, MODULE names, the addressing of the double-brace narratives, body lines and one level of nesting become explicit line structure; an operation line in a declaration body is coded as a chain; what the canon does not tokenize (the content between the braces of a header, body text, span and opaque lines, the other top-level lines) is carried as exact text. The header becomes #iml/0.5/; the pinned canon validator is the oracle on the golden and generated documents, and the points where IML is stricter than the validator are listed. The six error codes are unchanged. On the 20 golden documents the IML documents are measured at 5,526 cl100k_base tokens against 5,246 for the I-Lang sources as written; no efficiency claim is made.\nRelease 0.5.1 is a fix release after an adversarial review of a clean clone of v0.5.0: two inputs whose canonical print read back otherwise are refused where they stand, a declaration or text line in a 0.4 or 0.3 message is an E502 error as in a document, errors of the canonical check are reported at the first line of their item, continuation lines are joined in linear time, and the command line drops every leading byte order mark; the message form, the registries, the AST and the six error codes are unchanged."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22829081","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-09-18T10:49:07Z","registered":"2026-09-18T10:49:07Z","published":null,"updated":"2026-09-18T10:49:07Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.17605/osf.io/dbe62","type":"dois","attributes":{"doi":"10.17605/osf.io/dbe62","identifiers":[{"identifier":"https://osf.io/dbe62","identifierType":"URL"}],"creators":[{"nameType":"Personal","name":"Keiza Clavine Anavilla","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0009-0004-2276-5490"},{"nameIdentifierScheme":"URL","nameIdentifier":"https://osf.io/p4jb5"}],"affiliation":[]},{"nameType":"Personal","name":"Adegbola Faustus Piero Kegnide","nameIdentifiers":[{"nameIdentifierScheme":"URL","nameIdentifier":"https://osf.io/ywhzj"}],"affiliation":[]},{"nameType":"Personal","name":"Ibrahim Adetayo LAWAL","nameIdentifiers":[{"nameIdentifierScheme":"URL","nameIdentifier":"https://osf.io/3cvqz"}],"affiliation":[]},{"nameType":"Personal","name":"Patrick Waliba","nameIdentifiers":[{"nameIdentifierScheme":"URL","nameIdentifier":"https://osf.io/jngxh"}],"affiliation":[]}],"titles":[{"title":"From Policy to Practice: A Systematic Review of Governance-Technical Implementation Gaps in African Water Management"}],"publisher":"OSF Registries","container":{},"publicationYear":2026,"subjects":[{"subject":"Physical Sciences and Mathematics","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Oceanography and Atmospheric Sciences and Meteorology","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Environmental Sciences","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Other Engineering","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Water Law","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Risk Analysis","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Civil and Environmental Engineering","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Water Resource Management","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Bioresource and Agricultural Engineering","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Engineering","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Law","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"Fresh Water Studies","subjectScheme":"bepress Digital Commons Three-Tiered Taxonomy"},{"subject":"water governance; Africa; implementation gap; systematic review; water-energy-food nexus; institutional capacity"}],"contributors":[{"nameType":"Organizational","name":"Center for Open Science","nameIdentifiers":[{"nameIdentifierScheme":"URL","nameIdentifier":"https://cos.io/"},{"nameIdentifierScheme":"ROR","schemeUri":"https://ror.org","nameIdentifier":"https://ror.org/05d5mza29"}],"contributorType":"HostingInstitution","affiliation":[]}],"dates":[{"date":"2026-09-18","dateType":"Created"},{"date":"2026-09-18","dateType":"Updated"}],"language":null,"types":{"schemaOrg":"CreativeWork","resourceTypeGeneral":"StudyRegistration","citeproc":"article","bibtex":"misc","ris":"GEN","resourceType":"Pre-registration"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"https://osf.io/5v7j2","relatedIdentifierType":"URL"}],"relatedItems":[{"relationType":"IsVersionOf","relatedItemIdentifier":{"relatedItemIdentifier":"https://osf.io/5v7j2","relatedItemIdentifierType":"URL"},"relatedItemType":"Text","creators":[],"publisher":"OSF","publicationYear":"2026","titles":[{"title":"From Policy to Practice: A Systematic Review of Governance-Technical Implementation Gaps in African Water Management"}],"contributors":[]}],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Zero v1.0 Universal","rightsIdentifier":"cc0-1.0"}],"descriptions":[{"descriptionType":"Abstract","description":"This systematic review sets out to address a persistent puzzle in African water governance: despite thirty years of framework innovation, from Integrated Water Resources Management (IWRM) in the 1990s to more recent approaches like the water-energy-food (WEF) nexus, polycentric governance, and rights-based frameworks, the translation of these frameworks into functioning water management on the ground remains poorly understood. Prior literature has tended to evaluate frameworks in isolation, or to examine technical performance and governance conditions as separate strands of inquiry. This project's core purpose is to close that analytical gap by systematically examining governance and technical evidence together, within a single body of literature, to characterize not just which frameworks are used but why implementation succeeds or stalls.\n\nSpecifically, the review pursues three aims:\n\nMapping the framework landscape: cataloguing which governance frameworks are actually applied in African water management research and practice, and in what proportions.\nDisaggregating implementation barriers and enablers: identifying the specific governance and technical factors that recur across contexts.\nTesting the governance-technical interface: determining, where the evidence allows, whether governance conditions shape technical outcomes, whether technical design shapes governance viability, or both."}],"geoLocations":[],"fundingReferences":[],"url":"https://osf.io/dbe62/","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-09-18T10:48:38Z","registered":"2026-09-18T10:48:39Z","published":null,"updated":"2026-09-18T10:48:42Z"},"relationships":{"client":{"data":{"id":"cos.osf","type":"clients"}}}},{"id":"10.5281/zenodo.22828708","type":"dois","attributes":{"doi":"10.5281/zenodo.22828708","identifiers":[{"identifier":"oai:zenodo.org:22828708","identifierType":"oai"}],"creators":[{"nameType":"Personal","givenName":"Mohammad Amir Khusru","familyName":"Akhtar","name":"Akhtar, Mohammad Amir Khusru","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-3432-4199"}],"affiliation":[]}],"titles":[{"title":"Safe Separability for Autonomous Authorization: Branch-Relative Authority Closure Under Decision-Critical Uncertainty"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"autonomous agents"},{"subject":"authorization"},{"subject":"safe separability"},{"subject":"branch-relative closure"},{"subject":"contingent planning"},{"subject":"evidence acquisition"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"CreativeWork","resourceTypeGeneral":"Preprint","citeproc":"article","bibtex":"misc","ris":"GEN","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementedBy","resourceTypeGeneral":"Preprint","relatedIdentifier":"https://github.com/Arithmetic-Power-Geometry/SAFESEP","relatedIdentifierType":"URL"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22828707","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"V1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"},{"rightsUri":"http://rightsstatements.org/vocab/InC/1.0/","rights":"Copyright © 2026 Mohammad Amir Khusru Akhtar"}],"descriptions":[{"descriptionType":"Abstract","description":"Autonomous agents increasingly act before all authorization-relevant facts are known. The difficult case is not only whether an action is permitted, but whether the agent may legitimately obtain the evidence needed to determine what should be permitted. We formalize this circularity as safe separability: compatible possible worlds may require different authorization decisions while the actions needed to distinguish them are themselves authorization-sensitive. A safe policy must resolve such decision-critical uncertainty using only probes legitimate in every world still compatible with the current branch. We define exact joint-state semantics over knowledge and authority and identify a restricted Monotone Closure-then-Authorized Sensing class in which authority-only actions can be saturated without loss of resolvability. A direct generalization fails: an action that is globally informative may become observation-constant after earlier evidence while remaining necessary for authority progress. This motivates Branch-Relative Authority Closure (BRAC), which recomputes authority closure after each observation relative to the remaining compatible worlds. Across 266 permanent regression tests, exhaustive evaluation of 256 four-world outcome systems, 1,250 randomized certified comparisons, and controlled stress tests with up to 10,000 worlds, BRAC agrees with exact joint-state search within the tested monotone, world-independent model. Minimal counterexamples involving world-dependent grants and revocation expose the limits of the normalization. These results establish a reproducible authorization-specific branch-relative closure framework for safe evidence acquisition under decision-critical uncertainty."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22828708","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-09-18T10:47:40Z","registered":"2026-09-18T10:47:41Z","published":null,"updated":"2026-09-18T10:48:22Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22828707","type":"dois","attributes":{"doi":"10.5281/zenodo.22828707","identifiers":[],"creators":[{"nameType":"Personal","givenName":"Mohammad Amir Khusru","familyName":"Akhtar","name":"Akhtar, Mohammad Amir Khusru","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0002-3432-4199"}],"affiliation":[]}],"titles":[{"title":"Safe Separability for Autonomous Authorization: Branch-Relative Authority Closure Under Decision-Critical Uncertainty"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"autonomous agents"},{"subject":"authorization"},{"subject":"safe separability"},{"subject":"branch-relative closure"},{"subject":"contingent planning"},{"subject":"evidence acquisition"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":"en","types":{"schemaOrg":"CreativeWork","resourceTypeGeneral":"Preprint","citeproc":"article","bibtex":"misc","ris":"GEN","resourceType":""},"relatedIdentifiers":[{"relationType":"IsSupplementedBy","resourceTypeGeneral":"Preprint","relatedIdentifier":"https://github.com/Arithmetic-Power-Geometry/SAFESEP","relatedIdentifierType":"URL"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22828708","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"V1","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"},{"rightsUri":"http://rightsstatements.org/vocab/InC/1.0/","rights":"Copyright © 2026 Mohammad Amir Khusru Akhtar"}],"descriptions":[{"descriptionType":"Abstract","description":"Autonomous agents increasingly act before all authorization-relevant facts are known. The difficult case is not only whether an action is permitted, but whether the agent may legitimately obtain the evidence needed to determine what should be permitted. We formalize this circularity as safe separability: compatible possible worlds may require different authorization decisions while the actions needed to distinguish them are themselves authorization-sensitive. A safe policy must resolve such decision-critical uncertainty using only probes legitimate in every world still compatible with the current branch. We define exact joint-state semantics over knowledge and authority and identify a restricted Monotone Closure-then-Authorized Sensing class in which authority-only actions can be saturated without loss of resolvability. A direct generalization fails: an action that is globally informative may become observation-constant after earlier evidence while remaining necessary for authority progress. This motivates Branch-Relative Authority Closure (BRAC), which recomputes authority closure after each observation relative to the remaining compatible worlds. Across 266 permanent regression tests, exhaustive evaluation of 256 four-world outcome systems, 1,250 randomized certified comparisons, and controlled stress tests with up to 10,000 worlds, BRAC agrees with exact joint-state search within the tested monotone, world-independent model. Minimal counterexamples involving world-dependent grants and revocation expose the limits of the normalization. These results establish a reproducible authorization-specific branch-relative closure framework for safe evidence acquisition under decision-critical uncertainty."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22828707","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-18T10:47:41Z","registered":"2026-09-18T10:47:42Z","published":null,"updated":"2026-09-18T10:48:22Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22828676","type":"dois","attributes":{"doi":"10.5281/zenodo.22828676","identifiers":[],"creators":[{"nameType":"Personal","givenName":"Nitin","familyName":"Kulkarni","name":"Kulkarni, 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The results suggest host credibility contributes to self-reported impulsive buying by enhancing enjoyment, perceived value, and trust during live-stream shopping. Limitations include the cross-sectional design, a sample largely from young residents in Greater Jakarta, and potential measurement overlap, which may restrict generalizability."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22828997","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-18T10:48:12Z","registered":"2026-09-18T10:48:12Z","published":null,"updated":"2026-09-18T10:48:12Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.22828998","type":"dois","attributes":{"doi":"10.5281/zenodo.22828998","identifiers":[{"identifier":"oai:zenodo.org:22828998","identifierType":"oai"}],"creators":[{"nameType":"Personal","affiliation":["Bina Nusantara University"],"givenName":"Geraldus Morgan","familyName":"Napis","name":"Napis, Geraldus Morgan","nameIdentifiers":[]},{"nameType":"Personal","affiliation":["Bina Nusantara University"],"givenName":"Kent Sudiro","familyName":"Rades","name":"Rades, Kent Sudiro","nameIdentifiers":[]},{"nameType":"Personal","affiliation":["Bina Nusantara University"],"givenName":"Harijanto","familyName":"Pangestu","name":"Pangestu, Harijanto","nameIdentifiers":[]},{"nameType":"Personal","affiliation":["Bina Nusantara University"],"givenName":"Erwin","familyName":"Halim","name":"Halim, Erwin","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0003-0714-1108"}]}],"titles":[{"title":"The Role of Host Expertise, Attractiveness, and Trustworthiness in Live-Stream Impulsive Buying"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"Dataset","resourceTypeGeneral":"Dataset","citeproc":"dataset","bibtex":"misc","ris":"DATA","resourceType":""},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.22828997","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rights":"Creative Commons Attribution 4.0 International","rightsIdentifier":"cc-by-4.0"}],"descriptions":[{"descriptionType":"Abstract","description":"Live-streaming commerce brings together real-time product showcases, audience interaction, entertainment, and purchasing, highlighting the role of host credibility in unplanned consumer purchases. 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The results suggest host credibility contributes to self-reported impulsive buying by enhancing enjoyment, perceived value, and trust during live-stream shopping. Limitations include the cross-sectional design, a sample largely from young residents in Greater Jakarta, and potential measurement overlap, which may restrict generalizability."}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22828998","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-09-18T10:48:11Z","registered":"2026-09-18T10:48:11Z","published":null,"updated":"2026-09-18T10:48:11Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.19344200","type":"dois","attributes":{"doi":"10.5281/zenodo.19344200","identifiers":[],"creators":[{"nameType":"Personal","givenName":"Luigi","familyName":"Corsaro","name":"Corsaro, Luigi","nameIdentifiers":[{"nameIdentifierScheme":"ORCID","nameIdentifier":"0000-0003-1218-230X"}],"affiliation":[]}],"titles":[{"title":"ctdR: Enrichment Analysis of Chemical-Gene Interactions from the Comparative Toxicogenomics Database"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"hypothesis discovery"},{"subject":"candidate chemical discovery"},{"subject":"chemical-gene interactions"},{"subject":"R"},{"subject":"Bioconductor"},{"subject":"enrichment analysis"},{"subject":"GSEA"},{"subject":"toxicogenomics"},{"subject":"CTD"},{"subject":"RNA-seq"}],"contributors":[],"dates":[{"date":"2026-09-18","dateType":"Issued"}],"language":null,"types":{"schemaOrg":"SoftwareSourceCode","resourceTypeGeneral":"Software","citeproc":"article","bibtex":"misc","ris":"COMP","resourceType":""},"relatedIdentifiers":[{"relationType":"IsDocumentedBy","resourceTypeGeneral":"Other","relatedIdentifier":"https://drake69.github.io/ctdR/","relatedIdentifierType":"URL"},{"relationType":"IsSupplementTo","relatedIdentifier":"https://github.com/drake69/ctdR","relatedIdentifierType":"URL"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.19344201","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20102239","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20287055","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.21530834","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20289689","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20647568","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20265813","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.20719332","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22829059","relatedIdentifierType":"DOI"},{"relationType":"HasVersion","relatedIdentifier":"10.5281/zenodo.22757858","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"v0.99.9","rightsList":[{"rightsIdentifierScheme":"SPDX","rightsUri":"http://www.apache.org/licenses/LICENSE-2.0","schemeUri":"https://spdx.org/licenses/","rights":"Apache License 2.0","rightsIdentifier":"apache-2.0"}],"descriptions":[{"descriptionType":"Abstract","description":"ctdR is an R tool for hypothesis discovery: it surfaces candidate chemicals associated with a set of genes, using data from the Comparative Toxicogenomics Database (CTD), for exploratory follow-up rather than confirmatory inference. 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In finite rank, the corresponding semidirect-product decomposition of the automorphism group was proved by Djokovi\\'c over fields and was later extended by Bavula to reduced commutative base rings containing $1/2$. We establish an infinite-dimensional analogue. If $D$ denotes the space of ordinary derivations that reverse the canonical parity, then $\\operatorname{Aut}(E)=(1+D)\\rtimes\\operatorname{Aut}_{\\mathbb{Z}_2}(E)$. The normal factor $1+D$ is the closure of the inner automorphism group for the finite topology. In countable rank, $\\operatorname{InAut}(E)$ is a proper dense subgroup of $1+D$; in uncountable rank the two groups coincide. We deduce that every action of a finite group $\\Gamma$, with $|\\Gamma|$ invertible in $\\mathbb{F}$, is conjugate to a parity-preserving action. For such actions we construct a distinguished Reynolds intertwiner with the induced linear action on $V$. It is an automorphism of $E$ whenever the action preserves a directed exhaustion by finite-rank exterior subalgebras. For involutions this yields a sufficient criterion toward the conjectural linearization of all $\\mathbb{Z}_2$-gradings of the countably generated Grassmann algebra. We also express the remaining question as an algebraization problem for an explicit formal intertwiner. The general conjecture remains open. "}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.22829008","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-09-18T10:47:14Z","registered":"2026-09-18T10:47:15Z","published":null,"updated":"2026-09-18T10:47:15Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}}],"meta":{"total":52811852,"totalPages":400,"page":1},"links":{"self":"https://api.datacite.org/dois?query=creators.nameIdentifiers.nameIdentifierScheme%3AORCID","next":"https://api.datacite.org/dois?page%5Bnumber%5D=2\u0026page%5Bsize%5D=25\u0026query=creators.nameIdentifiers.nameIdentifierScheme%3AORCID"}}