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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.

407 results · 1 filter active ·
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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.
407 works in the cohort · of 4,299,418page 7 of 9

Labels cover 407 of 407 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 407 of 407 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Open Access in the Field of Contemporary Art
Hélène Brousseau, Jessica Hébert, Jonathan Lachance
2024· article· en· Art Documentation Journal of the Art Libraries Society of North America· Arts and Humanities
distilled prediction:candidate · noneconsensus · 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
distilled prediction:candidate · metaresearch+sts+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractgemma · metaresearch+research_integritygpt · metaresearch+scholarly_communication+research_integritymodels split
1326P Oncology under attack by predatory journals: A global survey
Khalid El Bairi, D. Trapani, S.J. Nidhamalddin, S. Zeb Khan, Arman R Chowdhury, C.G. Lengyel +14 more
2022· article· en· Annals of Oncology· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueaboutno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Special Section on the Future University Press in Canada
Ruth Bradley-St-Cyr
2018· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics+scholarly_communication
0
citations
aboutno affgemma · scholarly_communicationgpt · research_integrity+scholarly_communicationmodels split
2019 June 4 - CHLA Predatory journal workshop- Ottawa
2019· other· en· OSF Preprints (OSF Preprints)
distilled prediction:candidate · metaepi_narrow+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity+insufficient_payload
0
citations
aboutno affgpt · insufficient_payloadgrok · insufficient_payloadopus · metaresearch+scholarly_communicationmodels split
Additional file 1: of A descriptive qualitative examination of knowledge translation practice among health researchers in Manitoba, Canada
Kathryn Sibley, Patricia Roche, Courtney P. Bell, Beverley Temple, Kristy Wittmeier
2017· article· Figshare· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Dissemination and Assessment: Open Access, Reputation and Economics
Martin Paul Eve
2015· preprint· en· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication
0
citations
aboutno affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Canadian Library Association endorses OA
Peter Suber
2005· preprint· en· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · open_science+scholarly_communicationgpt · scholarly_communication+open_sciencemodels agree
Recommandations politiques pour le libre accès aux données de recherche en Europe (RECODE)
2024· article· fr· Electronic Textual Cultures Lab· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+scholarly_communication+research_integrity+insufficient_payloadconsensus · bibliometrics+insufficient_payload
0
citations
affgpt · metaresearch+scholarly_communication+open_sciencegrok · metaresearch+metaepi_broad+open_science+scholarly_communication+research_integrityopus · metaresearch+open_sciencemodels split
Data sharing statements for clinical trials: a cross-sectional survey of cardiology journals
Yingxin Liu, Jingyi Zhang, Xuerui Bai, Guowei Li
2025· article· en· BMJ Open· Computer Science
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch+scholarly_communication+open_science
0
citations
affaboutgemma · no categorygpt · scholarly_communicationmodels split
Canadian Library Journal Publishing: A Primer
2025· other· en· Zenodo (CERN European Organization for Nuclear Research)· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affgpt · scholarly_communication+open_scienceopus · open_science+scholarly_communicationmodels agree
Wellcome Open Access Spend Report 2021/22
2024· dataset· en· Figshare
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
affvenueaboutgemma · metaresearch+open_sciencegpt · open_science+scholarly_communicationmodels split
Factors influencing Canadian HASS researchers’ open access publishing practices
Philips Ayeni, Rebekah Willson
2022· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_scienceconsensus · metaresearch+bibliometrics+scholarly_communication+open_science
0
citations
affvenuegpt · metaresearch+bibliometricsgrok · metaresearch+bibliometrics+scholarly_communicationopus · metaresearch+bibliometricsmodels split
Are We Ready for an Impact Factor?
Marcia Finlayson, William C. Miller
2009· article· en· Canadian Journal of Occupational Therapy· Decision Sciences
distilled prediction:candidate · bibliometrics+scholarly_communicationconsensus · bibliometrics
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
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations
aboutno affgemma · metaresearch+bibliometrics+scholarly_communicationgpt · bibliometrics+scholarly_communication+open_sciencemodels split
The rise in subscription fees and the gold open access publishing, examined from financial reports of major publishers
拓 坂本, 大学図書館研究グループ
2024· article· ja· Kyoto University Research Information Repository (Kyoto University)· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_scienceconsensus · metaresearch+bibliometrics+sts+scholarly_communication+open_science
0
citations
aboutno affgpt · scholarly_communication+open_sciencegrok · metaresearch+scholarly_communication+open_scienceopus · open_science+scholarly_communicationmodels split
The importance of open access to scholarly scientific knowledge, science advice and national science advice mechanisms in building trust in science
2024· article· en· Figshare· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+scholarly_communication+open_science
0
citations
aboutno affgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
Altmetrics Data Quality Code of Conduct
2016· article· en· Lincoln (University of Nebraska)· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · none
0
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels split
Introduction: Scholarly Communication and German Studies
Karin Bauer, Andrew Piper
2013· article· en· Seminar A Journal of Germanic Studies· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
0
citations
affgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
Contouren Open Science Infrastructuur
Maurits van der Graaf
2025· report· Zenodo (CERN European Organization for Nuclear Research)
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+open_science+insufficient_payload
0
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
A Tale of Two Journals
David Henige
2004· article· en· Journal of Scholarly Publishing· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
0
citations
affgemma · open_science+scholarly_communicationgpt · scholarly_communication+open_sciencemodels split
“Yes, We’re Open.” International Public History Goes Open Access
David Dean, Andreas Etges
2025· article· en· International Public History· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
affvenueaboutgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Evidence Summary Theme: Open Access
H. Robson MacDonald
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
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
distilled prediction:candidate · metaresearch+sts+scholarly_communicationconsensus · sts+scholarly_communication
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 · scholarly_communicationgpt · scholarly_communication+open_sciencemodels split
JHEP Reports: A new EASL open access journal
Jessica Zucman‐Rossi
2019· editorial· en· JHEP Reports· Medicine
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
The Open Library at AU: Supporting Open Access and Open Educational Resources
Colin Elliott, Elaine Fabbro
2015· article· en· AUSpace (Athabasca University)· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations

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