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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 3 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+open_sciencemodels split
Authorship and Citizen Science: Seven Heuristic Rules
Per Sandin, Patrik Baard, William Bülow, Gert Helgesson
2024· article· en· Science and Engineering Ethics· Environmental Science
machine prediction:candidate · metaresearch+research_integrityconsensus · none
3
citations
aboutno affgemma · open_sciencegpt · no categorymodels split
Examining the Value of Geospatial Open Data
Sarah Greene, Claus Rinner
2023· preprint· en· Social Sciences
machine prediction:candidate · open_scienceconsensus · none
3
citations
affgemma · open_sciencegpt · no categorymodels split
Evaluating Civic Open Data Standards
Renée Sieber, Rachel Bloom
2018· preprint· en· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
3
citations
aboutno affgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
New Media for Science: Key Features of Platforms with Open Peer Review
Angelina Gorbunova, Ivan Zassoursky, N. D. Trishchenko
2021· article· en· Theoretical and Practical Issues of Journalism· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · none
2
citations
affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Open Data as Public Archaeology: The Monumental Archive Project
Katherine M. Cook
2018· article· en· AP Online Journal in Public Archaeology· Earth and Planetary Sciences
machine prediction:candidate · open_scienceconsensus · none
2
citations
venueno affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels split
Articles, software, data: An Open Science ethological study
Teresa Gomez-Diaz, Tomás Recio
2024· article· en· Maple Transactions· Business, Management and Accounting
machine prediction:candidate · metaresearch+open_scienceconsensus · none
2
citations
affaboutgemma · metaresearch+bibliometrics+open_sciencegpt · metaresearch+bibliometrics+scholarly_communication+open_sciencemodels split
A Very Long Embargo: Journal Choice Reveals Active Non-Compliance with Funder Open Access Policies by Australian and Canadian Neuroscientists
Shaun Yon‐Seng Khoo, Belinda P. P. Lay
2018· article· en· Spectrum Research Repository (Concordia University)· Decision Sciences
machine prediction:candidate · metaresearch+bibliometrics+open_scienceconsensus · none
1
citations
afffundno abstractgemma · no categorygpt · metaresearch+open_sciencemodels split
Patient engagement in quality of life research
Natasha Roberts, Sandra Zelinsky
2024· article· en· Quality of Life Research· Health Professions
machine prediction:candidate · metaresearchconsensus · none
1
citations
aboutno affgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
An OA pledge from the Gustavus Adolphus library faculty
Peter Suber
2009· preprint· en· Computer Science
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
1
citations
affgemma · metaresearchgpt · open_sciencemodels split
Journal of Neurochemistry embraces Transparent Peer Review
Andrew J. Lawrence, Marco A. M. Prado
2023· editorial· en· Journal of Neurochemistry· Arts and Humanities
machine prediction:candidate · metaresearchconsensus · none
1
citations
affno abstractgemma · metaresearch+open_sciencegpt · open_sciencemodels split
A new chapter in traditional, complementary, and integrative medicine: Advancing the <i>Journal of Complementary and Integrative Medicine</i> through open science, meta-research, artificial intelligence, and early career researcher involvement
Jeremy Y. Ng
2024· editorial· en· Journal of Complementary and Integrative Medicine· Medicine
machine prediction:candidate · metaresearch+open_scienceconsensus · none
1
citations
venueno affgemma · open_sciencegpt · scholarly_communicationmodels split
Effective Use of Open Access Resources in a School Library
Rashmi Kumbar
2021· article· en· IASL Annual Conference Proceedings· Social Sciences
machine prediction:candidate · open_scienceconsensus · none
1
citations
aboutno affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Canadian Library Association endorses OA
Peter Suber
2005· preprint· en· Computer Science
machine prediction:candidate · scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
afffundgemma · open_sciencegpt · open_sciencemodels agree
IKT for Research Stage 3: Proposal Development
Mei Lan Fang, Lupin Battersby, Marianne Cranwell, Heather Cassie, Moya Fox, Philippa Sterlini +3 more
2022· report· en· Health Professions
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affgemma · open_science+metaresearchgpt · no categorymodels split
SSEA Preregistration Workshop
2019· other· en· OSF Preprints (OSF Preprints)
machine prediction:candidate · metaresearch+open_science+insufficient_payloadconsensus · none
0
citations
affgemma · scholarly_communication+open_sciencegpt · open_science+scholarly_communicationmodels agree
UOttawa Open Access Toolkit
2025· article· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
0
citations
affgemma · bibliometrics+open_sciencegpt · bibliometrics+open_sciencemodels agree
Mapping Open Science Scholarly Literature
2024· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
machine prediction:candidate · metaresearch+bibliometrics+open_science+insufficient_payloadconsensus · none
0
citations

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