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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 4 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.

aboutno affgemma · scholarly_communicationgpt · scholarly_communication+open_sciencemodels split
JHEP Reports: A new EASL open access journal
2019· editorial· en· JHEP Reports· Medicine
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · metaresearch+open_sciencegpt · open_sciencemodels split
Policy for Culture Change: Making data sharing the default
2017· article· Computer Science
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations
affvenueaboutgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Evidence Summary Theme: Open Access
2024· article· en· Evidence Based Library and Information Practice· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payloadconsensus · bibliometrics+scholarly_communication+insufficient_payload
0
citations
venueno affgemma · open_sciencegpt · no categorymodels split
Open data & Big data ; Nouveaux défis pour la vie privée
2017· article· fr· Communiquer Revue de communication sociale et publique· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrityconsensus · metaresearch+open_science+research_integrity
0
citations
afffundaboutgemma · metaresearch+bibliometricsgpt · open_sciencemodels split
An infographic of data sharing in North America
2022· preprint· en· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations
aboutno affgemma · open_sciencegpt · no categorymodels split
FAIRsharing record for: Central Lake Ontario Conservation Open Data Portal
2025· dataset· FAIRsharing.org
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+open_science+research_integrity+insufficient_payload
0
citations
aboutno affno abstractgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Autres titres en libre accès aux Presses de l’Université de Montréal
2015· book-chapter· fr· Les Presses de l'Université de Montréal eBooks· Computer Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaepi_narrow
0
citations
aboutno affgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
Multi-site research and data sharing
2017· article· en· Open MIND· Medicine
distilled prediction:candidate · metaresearch+open_science+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Sustaining Open Access
2016· article· en· University of North Texas Digital Library (University of North Texas)· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · none
0
citations
afffundaboutgemma · open_sciencegpt · open_sciencemodels agree
Open science in Canada: Here's the data
2025· article· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
afffundaboutgemma · metaresearch+open_sciencegpt · metaresearch+open_sciencemodels agree
Open science: My insights into data sharing, preregistration, and replication.
2025· article· en· Canadian Journal of Experimental Psychology/Revue canadienne de psychologie expérimentale· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_scienceconsensus · scholarly_communication
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]
2023· article· en· Faculty of 1000 Research Ltd· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch+open_science
0
citations
aboutno affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Open Access in Canada
2017· other· en· CERN Document Server (European Organization for Nuclear Research)
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
afffundvenueaboutgemma · open_sciencegpt · open_sciencemodels agree
Open Science at the University of Toronto
2025· article· en· Partnership The Canadian Journal of Library and Information Practice and Research· Computer Science
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
0
citations
aboutno affgemma · open_science+stsgpt · open_sciencemodels split
Workshop Report: OCSDNet Imagining a Feminist Open Science
2018· article· en· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Open Access in the Field of Contemporary Art
2024· article· en· Art Documentation Journal of the Art Libraries Society of North America· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
0
citations
aboutno affgemma · scholarly_communicationgpt · scholarly_communication+open_sciencemodels split
New OA journal on the history and philosophy of science
2007· preprint· en· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractgemma · open_sciencegpt · no categorymodels split
Open Data The Need of TNR
2024· other· en· Zenodo (CERN European Organization for Nuclear Research)
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affgpt · no categorygrok · open_scienceopus · metaresearch+open_sciencemodels split
Modèle de plan de gestion des données : La recherche basée sur les arts
2021· article· fr· Zenodo (CERN European Organization for Nuclear Research)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Open Access: Accessibility for the Ivory Tower
2013· article· en· Memorial University Research Repository (Memorial University)· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · metaresearch+open_sciencegpt · metaresearch+open_science+scholarly_communicationmodels split
Surveying the landscape of CIHR-funded research data sharing practices: An analysis of the published literature
2024· other· OSF Preprints (OSF Preprints)
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+open_science+research_integrity+insufficient_payload
0
citations
affgpt · metaresearch+open_sciencegrok · metaresearch+open_scienceopus · metaresearch+open_sciencemodels split
Transparent, Open, and Reproducible Prevention Science
2020· preprint· en· Health Professions
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
0
citations
affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Sur la voie de l’open access et de l’open data
2015· article· fr· I2D - Information données & documents· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication+open_science
0
citations

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