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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 6 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.

aboutno affgemma · scholarly_communicationgpt · no categorymodels split
Driven by Demand: Public Library Perspectives on the Elending Market
Jenny Kennedy, Rebecca Giblin, Kimberlee Weatherall, Julian Thomas
2020· article· en· Minerva Access (University of Melbourne)· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueno affgemma · open_sciencegpt · scholarly_communicationmodels split
Effective Use of Open Access Resources in a School Library
Rashmi Kumbar
2021· article· en· IASL Annual Conference Proceedings· Social Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
1
citations
aboutno affgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
An OA pledge from the Gustavus Adolphus library faculty
Peter Suber
2009· preprint· en· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · none
1
citations
affaboutgemma · metaresearch+bibliometrics+open_sciencegpt · metaresearch+bibliometrics+scholarly_communication+open_sciencemodels split
A Very Long Embargo: Journal Choice Reveals Active Non-Compliance with Funder Open Access Policies by Australian and Canadian Neuroscientists
Shaun Yon‐Seng Khoo, Belinda P. P. Lay
2018· article· en· Spectrum Research Repository (Concordia University)· Decision Sciences
distilled prediction:candidate · bibliometrics+sts+scholarly_communication+open_scienceconsensus · bibliometrics
1
citations
affvenueaboutgemma · scholarly_communication+open_sciencegpt · scholarly_communicationmodels split
Identifying Socio-Technical Risks in Open-Source Software for Scholarly Communications: Tools, Metrics, and Opportunities for Libraries to Support Sustainable Development
Pierre Lasou, Tomasz Neugebauer, Pamela Carson
2025· article· en· Evidence Based Library and Information Practice· Computer Science
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · scholarly_communication
1
citations
affaboutno abstractgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Controlled Digital Lending of Library Books in Canada
Christina Castell, Joshua Dickison, Trish Mau, Mark Swartz, Robert Tiessen, Amanda Wakaruk
2022· article· en· SSRN Electronic Journal· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affgemma · scholarly_communicationgpt · no categorymodels split
Exploring Data Science Initiatives Through an International Lens
Nandita S. Mani, Emily P. Jones, Rebecca Carlson, Fidan Limani, Atif Latif, Klaus Tochtermann +6 more
2022· book-chapter· en· Advances in library and information science (ALIS) book series· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
1
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Publishing as a Vocation: The Necessity of Independent Scholarly Media
Irving Louis Horowitz
2010· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+open_science+research_integrityconsensus · metaresearch+bibliometrics+scholarly_communication
1
citations
venueno affgemma · metaresearch+research_integrity+scholarly_communicationgpt · metaresearch+scholarly_communication+research_integritymodels agree
<i>Academia Letters</i>: Examination of an ‘Experimental’ Academia.edu Publishing Model
Yuki Yamada, Jaime A. Teixeira da Silva
2023· article· en· Journal of Scholarly Publishing· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrityconsensus · metaresearch+scholarly_communication+research_integrity
1
citations
affaboutgemma · metaresearch+research_integritygpt · research_integrity+scholarly_communicationmodels split
Retractions and Corrections at Scholars Portal Journals
Jessica Hymers, Qiuting Lin
2023· article· en· Balisage series on markup technologies· Computer Science
distilled prediction:candidate · noneconsensus · none
1
citations
venueno affno abstractgemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Anne Massey. <i>Writing and Publishing in Architecture and Design</i>
2025· article· en· Journal of Scholarly Publishing· Engineering
distilled prediction:candidate · scholarly_communication+research_integrityconsensus · scholarly_communication
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
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · scholarly_communication
0
citations
aboutno affgemma · scholarly_communicationgpt · no categorymodels split
Formist : le point sur la formation documentaire des étudiants
2005· article· fr· OpenEdition (OpenEdition)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractgemma · scholarly_communicationgpt · scholarly_communicationmodels split
Scholarly Communication
Reda Alhajj, Jon Rokne
2018· book-chapter· en· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
0
citations
aboutno affgemma · scholarly_communicationgpt · metaresearch+scholarly_communicationmodels split
RESEARCH REFLECTIONS: Communicating your research
Jennifer Stephens
2017· article· en· DOAJ (DOAJ: Directory of Open Access Journals)· Health Professions
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch
0
citations
affgemma · scholarly_communication+open_sciencegpt · open_science+scholarly_communicationmodels agree
The Time Has Come…For Next-Generation Open Access Models
Celeste Feather, Sara Rouhi, Anneliese Taylor, Kim Armstrong
2020· article· en· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
0
citations
venueno affno abstractgemma · open_science+scholarly_communicationgpt · scholarly_communicationmodels split
Appuyer le libre accès et offrir un plus grand choix aux auteurs
2015· article· fr· Canadian Journal of Earth Sciences· Health Professions
distilled prediction:candidate · sts+research_integrityconsensus · none
0
citations
aboutno affgemma · scholarly_communicationgpt · no categorymodels split
Moral Panics and the Copyright Wars (review)
K. Mark Haslett
2010· article· en· portal Libraries and the Academy· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
0
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels split
On the Innovative Spirits of Academic Journal Editors
Fengnian Wang
2007· article· en· Journal of Scholarly Publishing· Arts and Humanities
distilled prediction:candidate · metaresearch+scholarly_communication+research_integrityconsensus · scholarly_communication
0
citations
afffundaboutgpt · no categorygrok · scholarly_communicationopus · scholarly_communicationmodels split
Connecting for Care: a protocol for a mixed-method social network analysis to advance knowledge translation in the field of child development and rehabilitation
Stephanie Glegg, Carrie Costello, Symbia Barnaby, Christine Cassidy, Kathryn M. Sibley, Kelly Russell +13 more
2022· article· en· Implementation Science Communications· Health Professions
distilled prediction:candidate · stsconsensus · none
0
citations
venueno affno abstractgemma · no categorygpt · scholarly_communicationmodels split
Caveat Publicatur
William W. Savage
2012· article· en· Journal of Scholarly Publishing· Economics, Econometrics and Finance
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
0
citations
aboutno affno abstractgemma · no categorygpt · scholarly_communicationmodels split
University of British Columbia Library Bulletin
2015· article· en· Open Collections· Social Sciences
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · none
0
citations
aboutno affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Canada's new Open Access policy: Integrating libraries into open scholarship
2016· other· en· Brock University Digital Repository (Brock University)
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaepi_narrow+scholarly_communication+open_science
0
citations
venueno affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+scholarly_communicationmodels split
Confidentiality, Peer Review, and the Submission Case Database
2025· article· en· Journal of Scholarly Publishing· Social Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+research_integrityconsensus · metaresearch+scholarly_communication
0
citations
affgemma · scholarly_communicationgpt · no categorymodels split
Polar Data Forum IV – An Ocean of Opportunities
Annemie R. Janssen, P. Bricher, Karen Payne, Renuka Badhe, Nicole Biebow, T. De Bruin +23 more
2023· article· en· Data Science Journal· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
0
citations
affvenueaboutgemma · scholarly_communicationgpt · insufficient_payloadmodels split
A NEW PATRON FOR THE AR
Kurt W. Clausen
2015· article· en· The Canadian Journal of Action Research· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
0
citations
aboutno affgemma · metaresearch+bibliometrics+open_sciencegpt · bibliometrics+scholarly_communication+open_sciencemodels split
Open Access of COVID-19 related publications in the first quarter of 2020: a preliminary study based in PubMed
Olatz Arrizabalaga, David Otaegui, Itziar Vergara, Julio Arrizabalaga, Eva Méndez
2020· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Decision Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+insufficient_payloadconsensus · open_science+insufficient_payload
0
citations

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