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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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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.
407 works in the cohort · of 4,299,418page 5 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.

affno abstractgemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communication+open_sciencemodels split
Preprint clubs: why it takes a village to do peer review
Felix Clemens Richter, Ester Gea‐Mallorquí, Arthur Mortha, Nicolas Ruffin, Nicolas Vabret
2023· article· en· Nature· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+research_integrity+insufficient_payloadconsensus · insufficient_payload
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
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communicationconsensus · scholarly_communication
3
citations
venueno affgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
Do Institutional Repository Deposit Guidelines Deter Data Discovery?
Shawn Nicholson, Terrence Bennett
2021· article· en· Evidence Based Library and Information Practice· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · scholarly_communication
3
citations
afffundgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+scholarly_communicationmodels split
Persistent ethnic disparities in authorship within top European and North American medical journals: a serial cross-sectional analysis
Sarit Kang‐Auger, Ugochinyere Vivian Ukah, Jessica Healy‐Profitós, Aimina Ayoub, Nathalie Auger
2024· article· en· Journal of Clinical Epidemiology· Social Sciences
distilled prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
3
citations
venueno affgemma · metaresearch+scholarly_communicationgpt · scholarly_communicationmodels split
Traditional Factors of Fit, Perceived Quality, and Speed of Publication Still Outweigh Open Access in Authors’ Journal Selection Criteria
Michelle Dalton
2012· article· en· Evidence Based Library and Information Practice· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · bibliometrics+scholarly_communication
2
citations
affgemma · open_sciencegpt · scholarly_communication+open_sciencemodels split
Open Data as Public Archaeology: The Monumental Archive Project
Katherine M. Cook
2018· article· en· AP Online Journal in Public Archaeology· Earth and Planetary Sciences
distilled prediction:candidate · sts+open_science+insufficient_payloadconsensus · none
2
citations
venueno affgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
The Times, They Are A-Changin’: Attitudes Towards Altmetrics in Higher Education
Heidi Julien, Laurie J. Bonnici
2016· article· fr· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Social Sciences
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · none
2
citations
venueaboutno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Fifty Years of <i>JSP</i>: Golden Anniversary Compilation, compiled and edited by Mary Lui and Robert Brown
Rosemary Shipton, Stephen K. Donovan, Sylvia Izzo Hunter, Sanford G. Thatcher, Steven E. Gump, Mary Ting Yi Lui
2019· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · bibliometrics+scholarly_communication
2
citations
venueno affgemma · scholarly_communicationgpt · metaresearch+scholarly_communicationmodels split
Informing the Digital Archive with Altmetrics
Ashley L. Taylor, Lauren Collister
2019· article· en· Scholarly and Research Communication· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
2
citations
venueno affgemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communicationmodels split
What Happens When the Author Does Not Provide an Abstract
Joseph S. Fulda
2006· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · sts+scholarly_communication+research_integrityconsensus · scholarly_communication
2
citations
aboutno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
The Theses Canada Online Portal at the National Library of Canada
Sharon Reeves
2003· article· en· edoc Publication server (Humboldt University of Berlin)· Computer Science
distilled prediction:candidate · noneconsensus · none
2
citations
aboutno affgemma · metaresearch+research_integritygpt · bibliometrics+scholarly_communication+research_integritymodels split
Sibling Authors Propose Bipolar Disorder Of Publishing Biomedical Research: With MEDLINE Footprint Imploding And Retraction Footprint Fudging, Can Pursuit For PubMed® Footprint Challenge Humane Human Imprinting By Physician Scientists?
Divya Gupta, Deepak Gupta
2023· article· en· Indian Journal of Community Health· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+research_integrityconsensus · metaresearch
2
citations
venueno affgemma · scholarly_communicationgpt · bibliometrics+scholarly_communicationmodels split
Judging Journal Prices: A Cost Index for Academic Journals
Colin Day
2010· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrityconsensus · scholarly_communication
2
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Academic Library Websites Show Heavy Use of Web 2.0 Applications
Diana Wakimoto
2014· article· en· Evidence Based Library and Information Practice· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · none
2
citations
affaboutgemma · metaresearch+bibliometrics+open_sciencegpt · scholarly_communication+open_sciencemodels split
Investigating Open Access Publishing Practices of Early and <scp>Mid‐Career</scp> Researchers in Humanities and Social Sciences Disciplines
Philips Ayeni, Rebekah Willson
2022· article· en· Proceedings of the Association for Information Science and Technology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_scienceconsensus · metaresearch+bibliometrics+scholarly_communication
2
citations
aboutno affgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
New Media for Science: Key Features of Platforms with Open Peer Review
Angelina Gorbunova, Ivan Zassoursky, N. D. Trishchenko
2021· article· en· Theoretical and Practical Issues of Journalism· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch
2
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Assessing the Demand for Scholarly Publishing in South Africa
Elizabeth le Roux, Francis Galloway
2008· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrityconsensus · scholarly_communication
2
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
The Gutenberg Syndrome: An Illusion of International Research
Amadio Arboleda
2001· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
2
citations
afffundaboutgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
Master protocol for a series of cohort-based randomized controlled trials to test tools to communicate research results to study participants and others with relevant lived experience: the SPIN-CLEAR Trials
Brett D. Thombs, Claire Adams, Elsa‐Lynn Nassar, Marie‐Eve Carrier, Meira Golberg, Kanika Bharthi +46 more
2025· article· en· Trials· Medicine
distilled prediction:candidate · metaresearchconsensus · metaresearch
2
citations
affgemma · metaresearch+scholarly_communicationgpt · research_integrity+scholarly_communicationmodels split
“I’d like to think I’d be able to spot one if I saw one”: How science journalists navigate predatory journals
Alice Fleerackers, Laura Moorhead, Juan Pablo Alperín
2024· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+open_science
2
citations
aboutno affgemma · metaresearch+scholarly_communicationgpt · scholarly_communication+research_integritymodels split
PREDATORY JOURNALS: A GLOBAL THREAT TO THE SCHOLARLY PUBLISHING LANDSCAPE
Faaiz Ali Shah, Zahid Nazar
2020· article· en· Journal of Postgraduate Medical Institute· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrityconsensus · scholarly_communication
1
citations
venueno affgemma · no categorygpt · scholarly_communicationmodels split
Personalities in Publishing: Jeremy Wilson
Hazel Κ. Bell
2002· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · scholarly_communication+research_integrity+insufficient_payloadconsensus · scholarly_communication
1
citations
affvenuegemma · metaresearchgpt · scholarly_communicationmodels split
Editorial: Freedom of Speech in Academic Publishing
Trevor Norris
2020· editorial· en· Brock Education Journal· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
The Case for Long Books
James W. Cortada
2015· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
1
citations
affvenuegemma · metaresearch+bibliometricsgpt · scholarly_communication+research_integritymodels split
What Can Be Learned about Predatory Journals from a Failed Study? Possible Motivations behind Predatory Journals
Amanda Ross‐White, Rosemary Wilson
2023· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+scholarly_communication
1
citations
affvenuegemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communicationmodels agree
Peer Review, Scholarly Production and a Provocation: Let’s Blow Stuff Up
David N. Wright
2014· article· en· Scholarly and Research Communication· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communicationconsensus · none
1
citations
afffundaboutgemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communication+research_integritymodels split
Techniques predatory journals use to solicit manuscripts: a contrast between Africa (lower- income countries) and Canada (high income country)
Rumana Rafiq, Scholastic Ashaba, Geoffrey Wechuli, Robert Bortolussi, Noni E. MacDonald
2022· preprint· en· Research Square· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+open_science
1
citations
affvenuegemma · metaresearch+scholarly_communicationgpt · metaresearch+scholarly_communication+research_integritymodels split
Pop psychology and predatory journals
D. Robert Siemens
2017· editorial· en· Canadian Urological Association Journal· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · research_integrity
1
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Herding Cats: The View from the Volume and Series Editor
Cary J. Nederman
2005· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_scienceconsensus · metaresearch+scholarly_communication
1
citations
aboutno affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels split
Legislating Open Access: Making the Case for a Secondary Publishing Right in Canada
Brianne Selman, L. Guibault, Mark Swartz
2024· preprint· en· SSRN Electronic Journal· Arts and Humanities
distilled prediction:candidate · sts+scholarly_communication+open_science+research_integrityconsensus · none
1
citations
venueno affgemma · scholarly_communicationgpt · no categorymodels split
In the Growing Information Mall, Some Things Never Change
Hailley Fargo
2017· article· en· Evidence Based Library and Information Practice· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
1
citations

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