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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 2 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.

venueno affgemma · metaresearch+scholarly_communication+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels agree
Evaluating and Promoting Open Data Practices in Open Access Journals
2017· article· en· Journal of Scholarly Publishing· Computer Science
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+research_integrityconsensus · metaresearch+scholarly_communication+open_science
13
citations
afffundgemma · research_integrity+metaresearchgpt · open_sciencemodels split
Data sharing ethics toolkit: The Human Cell Atlas
2024· review· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · open_science+research_integrityconsensus · research_integrity
10
citations
afffundgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Making science public: a review of journalists’ use of Open Science research
2023· review· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+sts+scholarly_communication+open_science
10
citations
afffundvenueaboutgemma · bibliometrics+open_sciencegpt · bibliometrics+open_science+scholarly_communicationmodels split
Measuring the prevalence of open access in Canada: A national comparison
2022· article· en· Canadian Journal of Information and Library Science· Decision Sciences
distilled prediction:candidate · bibliometrics+scholarly_communication+open_scienceconsensus · bibliometrics+scholarly_communication
8
citations
venueno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Open Publication, Digital Abundance, and Scarce Labour
2017· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
8
citations
affgemma · bibliometricsgpt · bibliometrics+open_sciencemodels split
Dramatic Growth of Open Access
2010· dataset· en· uO Research (University of Ottawa)· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · open_science
8
citations
venueno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Strategies to Increase the Number of Open Access Journals: The Cases of Elsevier and Springer Nature
2022· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+scholarly_communication+open_science
8
citations
afffundgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
A how-to guide for code sharing in biology
2024· review· en· PLoS Biology· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
7
citations
venueno affgemma · bibliometrics+open_sciencegpt · bibliometricsmodels split
Bibliometric Insights Into the Open Education Landscape
2025· article· en· The International Review of Research in Open and Distributed Learning· Computer Science
distilled prediction:candidate · bibliometrics+scholarly_communication+open_scienceconsensus · none
7
citations
affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Observations regarding open access publishing in hybrid journals in sport sciences
2022· editorial· en· Journal of sport and health science/Journal of Sport and Health Science· Economics, Econometrics and Finance
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrityconsensus · scholarly_communication
6
citations
fundno affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+open_sciencemodels split
Steps toward preregistration of research on research integrity
2021· article· en· Research Integrity and Peer Review· Social Sciences
distilled prediction:candidate · metaresearch+sts+research_integrity+insufficient_payloadconsensus · metaresearch+sts+research_integrity
6
citations
affgemma · metaresearchgpt · metaresearch+open_sciencemodels split
Registered Reports for Student Research
2016· article· en· Journal of European Psychology Students· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · metaresearch+insufficient_payload
4
citations
aboutno affgemma · open_sciencegpt · no categorymodels split
Examining the Value of Geospatial Open Data
2023· preprint· en· Social Sciences
distilled prediction:candidate · open_scienceconsensus · none
3
citations
aboutno affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+open_sciencemodels split
Authorship and Citizen Science: Seven Heuristic Rules
2024· article· en· Science and Engineering Ethics· Environmental Science
distilled prediction:candidate · noneconsensus · none
3
citations
venueno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Le portail institutionnel Persée à l’épreuve des usages : croiser les approches méthodologiques en Sciences Humaines pour améliorer le partage de connaissances scientifiques en libre accès
2013· article· fr· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communicationconsensus · scholarly_communication
3
citations

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