{"id":268883,"identifier":"NZHGW3","persistentUrl":"https://doi.org/10.18710/NZHGW3","protocol":"doi","authority":"10.18710","separator":"/","publisher":"DataverseNO","publicationDate":"2026-02-26","storageIdentifier":"S3://10.18710/NZHGW3","datasetType":"dataset","datasetVersion":{"id":5689,"datasetId":268883,"datasetPersistentId":"doi:10.18710/NZHGW3","storageIdentifier":"S3://10.18710/NZHGW3","versionNumber":3,"versionMinorNumber":0,"versionState":"RELEASED","latestVersionPublishingState":"RELEASED","distributionDate":"2026-02-26","productionDate":"2026-02-26","lastUpdateTime":"2026-04-22T06:26:58Z","releaseTime":"2026-04-22T06:26:58Z","createTime":"2026-04-21T13:03:56Z","publicationDate":"2026-02-26","citationDate":"2026-02-26","license":{"name":"CC BY 4.0","uri":"http://creativecommons.org/licenses/by/4.0","iconUri":"https://licensebuttons.net/l/by/4.0/88x31.png","rightsIdentifier":"CC-BY-4.0","rightsIdentifierScheme":"SPDX","schemeUri":"https://spdx.org/licenses/","languageCode":"en"},"fileAccessRequest":true,"metadataBlocks":{"citation":{"displayName":"Citation Metadata","name":"citation","fields":[{"typeName":"title","multiple":false,"typeClass":"primitive","value":"Supplementary data for: A systems thinking governance framework for large-scale sustainability synthesis"},{"typeName":"author","multiple":true,"typeClass":"compound","value":[{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Barahmand, Zahir"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/05ecg5h20","expandedvalue":{"scheme":"http://www.grid.ac/ontology/","termName":"University of South-Eastern Norway","@type":"https://schema.org/Organization"}},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"https://orcid.org/0000-0001-9031-596X","expandedvalue":{"personName":"Barahmand, Zahir","@id":"https://orcid.org/0000-0001-9031-596X","scheme":"ORCID","@type":"https://schema.org/Person"}}}]},{"typeName":"datasetContact","multiple":true,"typeClass":"compound","value":[{"datasetContactName":{"typeName":"datasetContactName","multiple":false,"typeClass":"primitive","value":"Barahmand, Zahir"},"datasetContactAffiliation":{"typeName":"datasetContactAffiliation","multiple":false,"typeClass":"primitive","value":"University of South-Eastern Norway"},"datasetContactEmail":{"typeName":"datasetContactEmail","multiple":false,"typeClass":"primitive","value":"zahir.barahmand@usn.no"}}]},{"typeName":"dsDescription","multiple":true,"typeClass":"compound","value":[{"dsDescriptionValue":{"typeName":"dsDescriptionValue","multiple":false,"typeClass":"primitive","value":"This dataset supports the paper “A Governance-Aware Systems Thinking Architecture for Sustainability at Scale.” The study addresses a key challenge in large-scale sustainability research: how to ensure transparency, consistency, and auditability when integrating heterogeneous evidence and systems thinking approaches.\n\nThe paper introduces STAI³RS, a governance framework designed to ensure rigor and reproducibility in sustainability synthesis. STAI³RS stands for Scalable, Transparent, Analytical, Interpretable, Reliable, Reproducible, Robust, and Systematic, and provides cross-cutting principles and procedural cues for applying systems thinking methods at scale.\n\nBuilding on this governance layer, the paper presents SEEDS (Systems Evidence Extraction and Decision Support), a six-component operational model that structures sustainability synthesis from problem framing to decision support. SEEDS integrates boundary governance, evidence extraction, harmonization, synthesis, and iterative learning into a transparent and auditable workflow.\n\nThe dataset includes materials that document the governance diagnostics and operational implementation of these frameworks. In particular, Table S2 presents a case study demonstrating the SEEDS workflow in practice through a large-scale feedstock evidence mapping study spanning over 130,000 peer-reviewed studies across biomass- and waste-to-X conversion technologies. This case study illustrates how governance rules, audit trails, and harmonization procedures enable reproducible synthesis across three large scientific corpora. \n\nSEEDS_components_in_practice\n\nThese materials support reuse, verification, and extension of governance-aware systems thinking approaches in sustainability research and decision support."},"dsDescriptionDate":{"typeName":"dsDescriptionDate","multiple":false,"typeClass":"primitive","value":"2026-02-25"}}]},{"typeName":"subject","multiple":true,"typeClass":"controlledVocabulary","value":["Engineering"]},{"typeName":"keyword","multiple":true,"typeClass":"compound","value":[{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"systems thinking model"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"sustainability"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"large-scale study"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"strategic decision-making"}}]},{"typeName":"publication","multiple":true,"typeClass":"compound","value":[{"publicationRelationType":{"typeName":"publicationRelationType","multiple":false,"typeClass":"controlledVocabulary","value":"IsSupplementTo"},"publicationCitation":{"typeName":"publicationCitation","multiple":false,"typeClass":"primitive","value":"Submitted for review"}}]},{"typeName":"language","multiple":true,"typeClass":"controlledVocabulary","value":["English"]},{"typeName":"producer","multiple":true,"typeClass":"compound","value":[{"producerName":{"typeName":"producerName","multiple":false,"typeClass":"primitive","value":"University of South-Eastern Norway"},"producerAbbreviation":{"typeName":"producerAbbreviation","multiple":false,"typeClass":"primitive","value":"USN"},"producerURL":{"typeName":"producerURL","multiple":false,"typeClass":"primitive","value":"https://www.usn.no/english/"}}]},{"typeName":"productionDate","multiple":false,"typeClass":"primitive","value":"2026-02-26"},{"typeName":"productionPlace","multiple":true,"typeClass":"primitive","value":["University of South-Eastern Norway"]},{"typeName":"contributor","multiple":true,"typeClass":"compound","value":[{"contributorType":{"typeName":"contributorType","multiple":false,"typeClass":"controlledVocabulary","value":"Supervisor"},"contributorName":{"typeName":"contributorName","multiple":false,"typeClass":"primitive","value":"Eikeland, Marianne"}},{"contributorType":{"typeName":"contributorType","multiple":false,"typeClass":"controlledVocabulary","value":"Supervisor"},"contributorName":{"typeName":"contributorName","multiple":false,"typeClass":"primitive","value":"Wang, Liang"}},{"contributorType":{"typeName":"contributorType","multiple":false,"typeClass":"controlledVocabulary","value":"Supervisor"},"contributorName":{"typeName":"contributorName","multiple":false,"typeClass":"primitive","value":"Heirati, Nima"}}]},{"typeName":"distributor","multiple":true,"typeClass":"compound","value":[{"distributorName":{"typeName":"distributorName","multiple":false,"typeClass":"primitive","value":"University of South-Eastern Norway"},"distributorAbbreviation":{"typeName":"distributorAbbreviation","multiple":false,"typeClass":"primitive","value":"USN"},"distributorURL":{"typeName":"distributorURL","multiple":false,"typeClass":"primitive","value":"https://dataverse.no/dataverse/usn"}}]},{"typeName":"distributionDate","multiple":false,"typeClass":"primitive","value":"2026-02-26"},{"typeName":"depositor","multiple":false,"typeClass":"primitive","value":"Barahmand, Zahir"},{"typeName":"dateOfDeposit","multiple":false,"typeClass":"primitive","value":"2026-02-25"},{"typeName":"dateOfCollection","multiple":true,"typeClass":"compound","value":[{"dateOfCollectionStart":{"typeName":"dateOfCollectionStart","multiple":false,"typeClass":"primitive","value":"2026-01-15"},"dateOfCollectionEnd":{"typeName":"dateOfCollectionEnd","multiple":false,"typeClass":"primitive","value":"2026-02-20"}}]},{"typeName":"kindOfData","multiple":true,"typeClass":"primitive","value":["diagnostic matrix","Used systems thinking model references","SEEDS components in a case study"]},{"typeName":"relatedDatasets","multiple":true,"typeClass":"primitive","value":["Barahmand Zahir; Eikeland Marianne Sørflaten, 2025, \"Dataset and code supplement: Mapping gasification technologies and feedstocks with a dual validated large-scale literature-derived dataset\", https://doi.org/10.23642/USN.30546347, DataverseNO, V1","Barahmand Zahir, 2025, \"Supplementary code and curated data for 1,863 experimental gasification studies (laboratory to commercial scale)\", https://doi.org/10.23642/USN.30702092, DataverseNO, V1","Barahmand, Zahir, 2026, \"Label system, dictionaries, and audit evidence for harmonised over 133,000 feedstock items across major conversion technologies\", https://doi.org/10.18710/WEZMJE, DataverseNO, V1","Barahmand, Zahir, 2026, \"Supplementary dataset and reproducible codes for LLM-assisted mapping feedstocks of eight conversion technologies from over 121,000 studies\", https://doi.org/10.18710/JM6U7B, DataverseNO, V1"]},{"typeName":"dataSources","multiple":true,"typeClass":"primitive","value":["21 systems thinking models are collected narratively from literature"]}]},"geospatial":{"displayName":"Geospatial Metadata","name":"geospatial","fields":[]},"3dobjects":{"displayName":"3D Objects Metadata","name":"3dobjects","fields":[]}},"files":[{"label":"00_ReadMe.txt","restricted":false,"version":1,"datasetVersionId":5689,"dataFile":{"id":276042,"persistentId":"doi:10.18710/NZHGW3/RQCJ3Q","pidURL":"https://doi.org/10.18710/NZHGW3/RQCJ3Q","filename":"00_ReadMe.txt","contentType":"text/plain","friendlyType":"Plain Text","filesize":16890,"storageIdentifier":"S3://uit-dataverseno-prod01:19db02bb83f-df2a37e42f3a","rootDataFileId":-1,"md5":"143c24f0af4e162f4685059d3ec192ea","checksum":{"type":"MD5","value":"143c24f0af4e162f4685059d3ec192ea"},"tabularData":false,"creationDate":"2026-04-21","publicationDate":"2026-04-22","fileAccessRequest":true}},{"description":"This folder contains framework documentation for STAI³RS (Scalable, Transparent, Analytical, Interpretable, Reliable, Reproducible, Robust,\nand Systematic) governance principles and their derivation from established systems thinking traditions. 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