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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 4 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.

venueno affgemma · metaresearch+research_integritygpt · research_integrity+scholarly_communicationmodels split
Predatory Journals in Journalism and Mass Communication: A Case Study of Deceptions
Eric Freedman, Bahtiyar Kurambayev
2022· article· en· Journal of Scholarly Publishing· Social Sciences
distilled prediction:candidate · sts+scholarly_communication+research_integrityconsensus · scholarly_communication
7
citations
afffundgemma · metaresearch+open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
When data sharing is an answer and when (often) it is not: Acknowledging data‐driven, non‐data, and data‐decentered cultures
Isto Huvila, Luanne Sinnamon
2024· article· en· Journal of the Association for Information Science and Technology· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
7
citations
venueno affgemma · metaresearch+bibliometricsgpt · metaresearch+research_integrity+scholarly_communicationmodels split
An Evaluation of Primary Studies Published in Predatory Journals Included in Systematic Reviews From High-Impact Dermatology Journals: Cross-sectional Study
Ryan Ottwell, Brooke Hightower, Olivia Failla, Kelsey Snider, Adam Corcoran, Micah Hartwell +1 more
2022· article· en· JMIR Dermatology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch+bibliometrics
6
citations
venueno affgemma · metaresearch+research_integritygpt · scholarly_communication+research_integritymodels split
Do Journals’ Author Guidelines Tell Us What We Need to Know about Plagiarism?
Yu‐Chih Sun
2021· article· en· Journal of Scholarly Publishing· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaresearch+scholarly_communication+research_integrity
6
citations
affgemma · metaresearch+research_integrity+bibliometricsgpt · scholarly_communication+research_integritymodels split
Disseminating Biomedical Research: Predatory Journals and Practices
Hassan Khan, Mona Ghannad, David Moher
2022· article· en· Indian Journal of Rheumatology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch+bibliometrics
6
citations
affno abstractgemma · scholarly_communication+open_sciencegpt · scholarly_communication+open_sciencemodels agree
Observations regarding open access publishing in hybrid journals in sport sciences
Philip X. Fuchs, Tzyy-Yuang Shiang, Walter Herzog
2022· editorial· en· Journal of sport and health science/Journal of Sport and Health Science· Economics, Econometrics and Finance
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrityconsensus · scholarly_communication
6
citations
affgpt · open_sciencegrok · open_science+scholarly_communication+metaresearchopus · open_sciencemodels split
Towards an inclusive Open Science: examining EDI and public participation in policy documents across Europe and the Americas
Natascha Chtena, Juan Pablo Alperín, Esteban Morales, Alice Fleerackers, Isabelle Dorsch, Stephen Pinfield +1 more
2025· article· en· Royal Society Open Science· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_scienceconsensus · metaresearch+sts+open_science
5
citations
venueno affgemma · stsgpt · scholarly_communicationmodels split
Brief History of Science Translation in China
Jianzhong Xu
2005· article· en· Meta Journal des traducteurs· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
5
citations
venueno affgemma · metaresearchgpt · scholarly_communicationmodels split
Burn This Article: An Inflammatory View of Peer Review
Trevor Davis Lipscombe
2016· article· en· Journal of Scholarly Publishing· Social Sciences
distilled prediction:candidate · metaresearch+scholarly_communicationconsensus · scholarly_communication
5
citations
affaboutgemma · metaresearchgpt · metaresearch+scholarly_communication+open_sciencemodels split
Accessibility of clinical study reports supporting medicine approvals: a cross-sectional evaluation
Ashley M. Hopkins, Natansh D. Modi, Frank W. Rockhold, Tammy Hoffmann, Bradley D. Menz, Areti-Angeliki Veroniki +5 more
2024· article· en· Journal of Clinical Epidemiology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broad+insufficient_payloadconsensus · metaresearch
5
citations
affno abstractgemma · scholarly_communicationgpt · scholarly_communicationmodels split
A New Science Publishing System for a Budding Science Publishing Crisis
Carlos Fernández-Patrón, Eugenio Hardy
2017· article· en· Science and Engineering Ethics· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_scienceconsensus · metaresearch+sts+scholarly_communication
5
citations
affvenuegemma · scholarly_communicationgpt · scholarly_communicationmodels agree
Genèse et description des bibliothèques numériques
Lyne Da Sylva
2013· article· fr· Documentation et bibliothèques· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · scholarly_communication+insufficient_payload
5
citations
affgemma · metaresearch+stsgpt · metaresearch+scholarly_communicationmodels split
Gendered disruptions in academic publishing during COVID‐19
Jelena Golubović, KATHLEEN INGLIS, CHEYANNE CONNELL
2022· article· en· American Ethnologist· Social Sciences
distilled prediction:candidate · stsconsensus · none
5
citations
aboutno affgemma · metaresearchgpt · scholarly_communicationmodels split
Assessing the usefulness of policy brief and policy dialogue as knowledge translation tools towards contextualizing the accountability framework for routine immunization at a subnational level in Nigeria
Lawrence Ulu Ogbonnaya, Ijeoma Nkem Okedo‐Alex, Ifeyinwa Chizoba Akamike, Benedict Ndubueze Azuogu, Henry Chukwuemeka Uro-Chukwu, Ogbonnaya Ogbu +1 more
2021· article· en· Health Research Policy and Systems· Social Sciences
distilled prediction:candidate · metaresearch+stsconsensus · none
4
citations
venueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels split
Authority 3.0: Friend or Foe to Scholars?
Michael C. Jensen
2007· article· en· Journal of Scholarly Publishing· Computer Science
distilled prediction:candidate · scholarly_communicationconsensus · scholarly_communication
4
citations
affgemma · open_sciencegpt · metaresearch+scholarly_communication+open_sciencemodels split
Thinking Globally in the Pursuit of Individual Identity: Diversity, Equity, and Inclusion in the International Journal of Medical Students (IJMS)
Muhammad Romail Manan, Kiera Liblik, Francisco J. Barrera, Ciara Egan, Juan Carlos Puyana, Francisco J. Bonilla‐Escobar
2022· article· en· International Journal of Medical Students· Social Sciences
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · open_science
4
citations
affgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
Creating a more inclusive journal: the Journal of the Medical Library Association’s evolving process for selecting editorial board members
Margaret Henderson, John Cyrus, Erin Eldermire, Jill Boruff, Katherine G. Akers, Beverly Murphy
2021· editorial· en· Journal of the Medical Library Association JMLA· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+research_integrity
4
citations
affgemma · metaresearch+research_integritygpt · metaresearch+scholarly_communication+research_integritymodels split
Allowing AI co–authors is a disregard for humanization
Aorigele Bao, Yi Zeng
2024· article· en· Accountability in Research· Social Sciences
distilled prediction:candidate · scholarly_communicationconsensus · none
4
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
fundvenueno affgemma · scholarly_communicationgpt · scholarly_communicationmodels split
From Book Publishers to Authors: Information Transparency in Web Sites
Elea Giménez‐Toledo, Sylvia Fernández-Gómez, Carlos Miguel Tejada Artigas, Jorge Mañana-RodrÍquez
2014· article· en· Journal of Scholarly Publishing· Psychology
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+research_integrity+insufficient_payloadconsensus · 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
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
afffundaboutgemma · open_science+scholarly_communicationgpt · open_sciencemodels split
Open Data Governance at the Canadian Open Neuroscience Platform (CONP): From the Walled Garden to the Arboretum
Alexander Bernier, Bartha Maria Knoppers, Patrick Bermudez, Michael J. S. Beauvais, Adrian Thorogood, Brendan Behan +38 more
2024· article· en· GigaScience· Computer Science
distilled prediction:candidate · sts+scholarly_communication+open_science+insufficient_payloadconsensus · scholarly_communication+open_science
3
citations
venueno affgemma · metaresearch+scholarly_communication+research_integritygpt · metaresearch+bibliometrics+scholarly_communication+research_integritymodels split
Hidden Dangers: COVID-19-Based Research in Predatory Journals
Simon Linacre, Sneha K. Rhode, Kathleen Berryman
2024· article· en· Journal of Scholarly Publishing· Medicine
distilled prediction:candidate · metaresearch+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaresearch+scholarly_communication
3
citations

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