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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. 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.

venueno affgemma · metaresearch+scholarly_communication+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels agree
Evaluating and Promoting Open Data Practices in Open Access Journals
Eleni Castro, Mercè Crosas, Alex Garnett, Kasey Sheridan, Micah Altman
2017· article· en· Journal of Scholarly Publishing· Computer Science
machine prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch
13
citations
afffundgemma · research_integrity+metaresearchgpt · open_sciencemodels split
Data sharing ethics toolkit: The Human Cell Atlas
Emily Kirby, Alexander Bernier, Roderic Guigó, B Wold, Fabiana Arzuaga, Mayumi Kusunose +2 more
2024· review· en· Nature Communications· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · metaresearch+open_scienceconsensus · none
10
citations
afffundgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Making science public: a review of journalists’ use of Open Science research
Alice Fleerackers, Natascha Chtena, Stephen Pinfield, Juan Pablo Alperín, Germana Barata, Monique Batista de Oliveira +1 more
2023· review· en· F1000Research· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
10
citations
afffundvenueaboutgemma · bibliometrics+open_sciencegpt · bibliometrics+open_science+scholarly_communicationmodels split
Measuring the prevalence of open access in Canada: A national comparison
Virginie Paquet, Simon van Bellen, Vincent Larivière
2022· article· en· Canadian Journal of Information and Library Science· Decision Sciences
machine prediction:candidate · metaresearch+bibliometrics+open_scienceconsensus · none
8
citations
venueno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Open Publication, Digital Abundance, and Scarce Labour
Martin Paul Eve
2017· article· en· Journal of Scholarly Publishing· Arts and Humanities
machine prediction:candidate · scholarly_communicationconsensus · none
8
citations
affgemma · bibliometricsgpt · bibliometrics+open_sciencemodels split
Dramatic Growth of Open Access
Heather Morrison
2010· dataset· en· uO Research (University of Ottawa)· Decision Sciences
machine prediction:candidate · bibliometrics+open_scienceconsensus · none
8
citations
afffundgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
A how-to guide for code sharing in biology
Richard J. Abdill, Emma Talarico, Laura Grieneisen
2024· review· en· PLoS Biology· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
7
citations
venueno affgemma · bibliometrics+open_sciencegpt · bibliometricsmodels split
Bibliometric Insights Into the Open Education Landscape
Rong Zou, Leilei Jiang, Walton Wider
2025· article· en· The International Review of Research in Open and Distributed Learning· Computer Science
machine prediction:candidate · bibliometricsconsensus · 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
Philip X. Fuchs, Tzyy-Yuang Shiang, Walter Herzog
2022· editorial· en· Journal of sport and health science/Journal of Sport and Health Science· Economics, Econometrics and Finance
machine prediction:candidate · scholarly_communicationconsensus · none
6
citations
fundno affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+open_sciencemodels split
Steps toward preregistration of research on research integrity
Klaas Sijtsma, Wilco H. M. Emons, Nicholas H. Steneck, L.M. Bouter
2021· article· en· Research Integrity and Peer Review· Social Sciences
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
6
citations
affgpt · open_sciencegrok · open_science+scholarly_communication+metaresearchopus · open_sciencemodels split
Towards an inclusive Open Science: examining EDI and public participation in policy documents across Europe and the Americas
Natascha Chtena, Juan Pablo Alperín, Esteban Morales, Alice Fleerackers, Isabelle Dorsch, Stephen Pinfield +1 more
2025· article· en· Royal Society Open Science· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
5
citations
affgemma · open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
Thinking Globally in the Pursuit of Individual Identity: Diversity, Equity, and Inclusion in the International Journal of Medical Students (IJMS)
Muhammad Romail Manan, Kiera Liblik, Francisco J. Barrera, Ciara Egan, Juan Carlos Puyana, Francisco J. Bonilla‐Escobar
2022· article· en· International Journal of Medical Students· Social Sciences
machine prediction:candidate · noneconsensus · none
4
citations
affgemma · metaresearchgpt · metaresearch+open_sciencemodels split
Registered Reports for Student Research
Maedbh King, Fabian Dablander, Lea Jakob, Maria Leonora Fatimah Agan, Felicitas A. Huber, Jonas M B Haslbeck +1 more
2016· article· en· Journal of European Psychology Students· Decision Sciences
machine prediction:candidate · metaresearch+insufficient_payloadconsensus · none
4
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
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
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
Sophie Chauvin, Fabrice Papy, Mohamed Sidir, Peter Stockinger
2013· article· fr· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Computer Science
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
3
citations

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