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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

262 results · 1 filter active ·
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20052025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
262 works in the cohort · of 4,299,418page 5 of 6

Labels cover 262 of 262 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 262 of 262 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affgemma · open_sciencegpt · stsmodels split
Diversity and Inclusion at Belle II
2022· article· en· Zenodo (CERN European Organization for Nuclear Research)· Social Sciences
distilled prediction:candidate · sts+open_science+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · open_sciencegpt · no categorymodels split
Canadian cities moving on open data
Gavin Baker
2009· preprint· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affgemma · open_sciencegpt · open_sciencemodels agree
UBC Library OSF Workshop
Sarah Parker, Jentry Campbell, Mathew Vis‐Dunbar, Sheryl Adam
2020· article· en· OSF Preprints (OSF Preprints)· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
0
citations
affgemma · open_science+scholarly_communicationgpt · scholarly_communication+open_sciencemodels split
“Yes, We’re Open.” International Public History Goes Open Access
David Dean, Andreas Etges
2025· article· en· International Public History· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Dissemination and Assessment: Open Access, Reputation and Economics
Martin Paul Eve
2015· preprint· en· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication
0
citations
aboutno affno abstractgemma · open_sciencegpt · open_sciencemodels split
Le scientifique en chef, les fonds de recherche du Québec et la science ouverte
2018· other· fr· Bibliothèque et Archives nationales du Québec (Québec government)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+insufficient_payload
0
citations
affgemma · bibliometricsgpt · open_sciencemodels split
Dramatic Growth of Open Access March 31, 2019
Heather Morrison
2019· dataset· en· Summit (Simon Fraser University)· Decision Sciences
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affvenueaboutgemma · metaresearch+open_sciencegpt · open_science+scholarly_communicationmodels split
Factors influencing Canadian HASS researchers’ open access publishing practices
Philips Ayeni, Rebekah Willson
2022· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_scienceconsensus · metaresearch+bibliometrics+scholarly_communication+open_science
0
citations
aboutno affgpt · scholarly_communication+open_scienceopus · open_science+scholarly_communicationmodels agree
Wellcome Open Access Spend Report 2021/22
2024· dataset· en· Figshare
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
aboutno affgemma · metaresearch+bibliometrics+scholarly_communicationgpt · bibliometrics+scholarly_communication+open_sciencemodels split
The rise in subscription fees and the gold open access publishing, examined from financial reports of major publishers
拓 坂本, 大学図書館研究グループ
2024· article· ja· Kyoto University Research Information Repository (Kyoto University)· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_scienceconsensus · metaresearch+bibliometrics+sts+scholarly_communication+open_science
0
citations
affgemma · metaresearch+open_sciencegpt · metaresearchmodels split
What Does Reproducibility Look Like for DH Projects?
2025· article· en· Zenodo (CERN European Organization for Nuclear Research)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
The Open Library at AU: Supporting Open Access and Open Educational Resources
Colin Elliott, Elaine Fabbro
2015· article· en· AUSpace (Athabasca University)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations
affgpt · metaresearch+scholarly_communication+open_sciencegrok · metaresearch+metaepi_broad+open_science+scholarly_communication+research_integrityopus · metaresearch+open_sciencemodels split
Data sharing statements for clinical trials: a cross-sectional survey of cardiology journals
Yingxin Liu, Jingyi Zhang, Xuerui Bai, Guowei Li
2025· article· en· BMJ Open· Computer Science
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch+scholarly_communication+open_science
0
citations
affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Publishing (and Forgetting) the Small or Medium-sized Scholarly Edition or Cultural Heritage Collection as Linked Open Data: Using Zenodo and Github to Publish the Visionary Cross Project (Abstract)
Daniel Paul O’Donnell, Gurpreet Singh, Dot Porter, Roberto Rosselli Del Turco, Marco Callieri, Matteo Dellepiane +1 more
2018· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations
affvenueaboutgemma · metaresearch+bibliometrics+open_sciencegpt · scholarly_communication+open_sciencemodels split
Towards Sustainable and Coordinated Methods for Estimating Open Access Costs at Canadian Higher Education Institutions
Madelaine Hare, Leigh-Ann Butler, Stephanie Savage
2025· article· en· Canadian Journal of Information and Library Science· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communicationconsensus · bibliometrics+scholarly_communication
0
citations
affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Open science interventions proposed or implemented to assess researcher impact: a scoping review
Mona Ghannad, Anna Catharina Vieira Armond, Jeremy Y. Ng, Ana Patricia Ayala, Hassan Khan, Maura R. Grossman +7 more
2023· review· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+open_science+insufficient_payload
0
citations
aboutno affgemma · metaresearch+bibliometrics+open_sciencegpt · bibliometrics+scholarly_communication+open_sciencemodels split
Open Access of COVID-19 related publications in the first quarter of 2020: a preliminary study based in PubMed
Olatz Arrizabalaga, David Otaegui, Itziar Vergara, Julio Arrizabalaga, Eva Méndez
2020· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
venueno affno abstractgemma · open_science+scholarly_communicationgpt · scholarly_communicationmodels split
Appuyer le libre accès et offrir un plus grand choix aux auteurs
2015· article· fr· Canadian Journal of Earth Sciences· Health Professions
distilled prediction:candidate · sts+research_integrityconsensus · none
0
citations
affno abstractgemma · metaresearchgpt · metaresearch+open_sciencemodels split
Incorporating and Evaluating Citizen Engagement in Health Research: a Scoping Review Protocol
Anmol Shahid, Brianna K. Rosgen, Karla K Krewulak, Diane Lorenzetti, Nadine E. Foster, Bonnie G. Sept +3 more
2021· review· en· Research Square· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · open_sciencegpt · insufficient_payloadmodels split
STUDY PROTOCOL Open Access Study protocol
2013· article· en· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affgemma · open_sciencegpt · no categorymodels split
FAIRsharing record for: Burnaby's Open Data Portal
2025· dataset· FAIRsharing.org
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+open_science+research_integrity+insufficient_payload
0
citations
affgemma · scholarly_communication+open_sciencegpt · open_science+scholarly_communicationmodels agree
The Time Has Come…For Next-Generation Open Access Models
Celeste Feather, Sara Rouhi, Anneliese Taylor, Kim Armstrong
2020· article· en· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
0
citations
aboutno affgemma · metaresearchgpt · open_sciencemodels split
Face Puzzle Study 4 Preregistration
2022· other· en· Open Science Framework· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
La Science Ouverte: Un Espace De Visibilité Et De Promotion De La Science
Liliane Mbazogue-Owono
2015· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · sts
0
citations
aboutno affgemma · open_sciencegpt · open_sciencemodels agree
Research guides: Open Access & Education Research: Home
Jenaya Webb
2011· libguides· en· Computer Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
Contouren Open Science Infrastructuur
Maurits van der Graaf
2025· report· Zenodo (CERN European Organization for Nuclear Research)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+open_science+insufficient_payload
0
citations
aboutno affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Canada's new Open Access policy: Integrating libraries into open scholarship
2016· other· en· Brock University Digital Repository (Brock University)
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaepi_narrow+scholarly_communication+open_science
0
citations
fundno affgemma · metaresearch+open_sciencegpt · metaresearchmodels split
FDRI digital workshop: enabling reproducibility in hydrological research
2024· other· en· NERC Open Research Archive (Natural Environment Research Council)· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+sts+open_science+insufficient_payload
0
citations

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