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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.

1,914 results · 1 filter active ·
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20002025
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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.
1,914 works in the cohort · of 4,299,418page 33 of 39

Labels cover 1,914 of 1,914 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 1,914 of 1,914 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.

affvenueno abstractgemma · metaresearch+scholarly_communicationgpt · scholarly_communicationmodels split
Critical AI Literacy for Sustainable Scholarly Publishing
Chelsea Humphries
2025· article· en· Imaginations Journal of Cross-Cultural Image Studies· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
0
citations
affgpt · metaresearchgrok · scholarly_communicationopus · no categorymodels split
L'IA et la recherche documentaire en sciences de la santé
2025· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
fundno affgemma · metaresearchgpt · metaresearchmodels agree
Reproducibility in Management Science
2023· preprint· en· WU Research· Decision Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
0
citations
aboutno affgemma · metaresearch+bibliometrics+scholarly_communicationgpt · bibliometrics+scholarly_communication+open_sciencemodels split
Publishing Trends and Open Access Journals at York University
Rajiv Nariani, Liliana Valado Fernández
2011· article· en· YorkSpace (York University)· Arts and Humanities
machine prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · none
0
citations
affgemma · metaresearchgpt · metaresearchmodels split
A methodological review of pragmatic designs in acute stroke trials
Ayooluwanimi Okikiolu, Sucharita Ray, Kamalesh Chakravarty, Olayinka I. Arimoro, Nishita Singh, Mohammed Almekhlafi +3 more
2025· review· en· International Journal of Stroke· Medicine
machine prediction:candidate · metaresearchconsensus · metaresearch
0
citations
affgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Fostering open science and responsible research practices: A pre-post study
Jaisson Cenci, Marcos Britto Corrêa, L.M. Bouter, David Moher, Ewald M. Bronkhorst, Marina Christ Franco +4 more
2025· preprint· en· F1000Research· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
0
citations
venueno affgemma · metaresearch+bibliometricsgpt · metaresearchmodels split
A New Family of Rankings of Universities
Marek Kosmulski
2025· article· en· Journal of Scholarly Publishing· Social Sciences
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
0
citations
fundaboutno affno abstractgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Referee report. For: A cross-sectional audit and survey of Open Science and Data Sharing practices at The Montreal Neurological Institute-Hospital [version 1; peer review: 1 approved with reservations, 1 not approved]
Felix Nikolaus Wirth
2023· article· en· Faculty of 1000 Research Ltd· Decision Sciences
machine prediction:candidate · metaresearch+open_science+insufficient_payloadconsensus · none
0
citations
afffundvenuegemma · bibliometricsgpt · bibliometrics+metaresearchmodels split
Dynamic analysis of the time-dependent progress of h-index
Mahmut Parlar
2025· article· en· INFOR Information Systems and Operational Research· Decision Sciences
machine prediction:candidate · bibliometricsconsensus · none
0
citations
affno abstractgemma · research_integritygpt · metaresearch+research_integritymodels split
Publication Ethics and Graduate Students
Deborah C. Poff
2023· book-chapter· en· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
0
citations
affno abstractgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
Early phase trials: the perils of nonpublication
Adrian G. Sacher, Susan E. Bates
2025· article· en· The Oncologist· Decision Sciences
machine prediction:candidate · metaresearchconsensus · metaresearch
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
machine prediction:candidate · metaresearchconsensus · metaresearch
0
citations
aboutno affno abstractgemma · metaresearchgpt · metaresearchmodels agree
The Status of Women in Canadian Political Science
Joanna Everitt
2012· article· en· SSRN Electronic Journal· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
0
citations

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