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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 1 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.

fundno affgemma · bibliometrics+scholarly_communicationgpt · bibliometricsmodels split
<scp>SciMAT</scp>: A new science mapping analysis software tool
Manuel J. Cobo, A.G. López‐Herrera, Enrique Herrera‐Viedma, Francisco Herrera
2012· article· en· Journal of the American Society for Information Science and Technology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+stsconsensus · none
1,187
citations
affgemma · bibliometrics+metaresearchgpt · bibliometrics+scholarly_communicationmodels split
Bibliometrics: Methods for studying academic publishing
Anton Ninkov, Jason R. Frank, Lauren A. Maggio
2021· article· en· Perspectives on Medical Education· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch+bibliometrics
938
citations
afffundgemma · metaresearch+scholarly_communicationgpt · scholarly_communicationmodels split
Scholarly use of social media and altmetrics: A review of the literature
Cassidy R. Sugimoto, Sam Work, Vincent Larivière, Stefanie Haustein
2017· review· en· Journal of the Association for Information Science and Technology· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
571
citations
affno abstractgemma · metaresearchgpt · scholarly_communication+open_sciencemodels split
An international registry of systematic-review protocols
Alison Booth, Mike Clarke, Davina Ghersi, David Moher, Mark Petticrew, Lesley Stewart
2010· article· en· The Lancet· Decision Sciences
distilled prediction:candidate · metaresearch+open_science+insufficient_payloadconsensus · metaresearch+insufficient_payload
521
citations
affgemma · metaresearch+open_sciencegpt · scholarly_communication+open_sciencemodels split
The TRUST Principles for digital repositories
Dawei Lin, Jonathan Crabtree, Ingrid Dillo, Robert R. Downs, Rorie Edmunds, David Giaretta +13 more
2020· article· en· Scientific Data· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
390
citations
afffundgemma · bibliometrics+metaresearchgpt · bibliometrics+scholarly_communicationmodels split
The place of serials in referencing practices: Comparing natural sciences and engineering with social sciences and humanities
Vincent Larivière, Éric Archambault, Yves Gingras, Étienne Vignola‐Gagné
2006· article· en· Journal of the American Society for Information Science and Technology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communicationconsensus · sts
294
citations
affgemma · metaresearch+scholarly_communicationgpt · metaresearch+research_integrity+scholarly_communicationmodels split
Firm action needed on predatory journals
Jocalyn Clark, Russell Smith
2015· editorial· en· BMJ· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
243
citations
affno abstractgemma · open_science+scholarly_communicationgpt · open_sciencemodels split
Satellites: Make Earth observations open access
Michael A. Wulder, Nicholas C. Coops
2014· article· en· Nature· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
241
citations
aboutno affgemma · scholarly_communicationgpt · scholarly_communicationmodels split
Developments in research data management in academic libraries: Towards an understanding of research data service maturity
Andrew Cox, Mary Anne Kennan, Liz Lyon, Stephen Pinfield
2017· article· en· Journal of the Association for Information Science and Technology· Computer Science
distilled prediction:candidate · metaresearch+scholarly_communication+open_scienceconsensus · metaresearch+scholarly_communication+open_science
228
citations
afffundgemma · metaresearch+research_integritygpt · metaresearch+scholarly_communication+research_integritymodels split
Weapons of mass retraction
Lori L. Burrows
2005· review· en· Molecular Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
203
citations
afffundgemma · metaresearch+research_integritygpt · scholarly_communicationmodels split
Knowledge and motivations of researchers publishing in presumed predatory journals: a survey
Kelly D. Cobey, Agnes Grudniewicz, Manoj M. Lalu, Danielle B. Rice, Hana Raffoul, David Moher
2019· article· en· BMJ Open· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch+bibliometrics
160
citations
afffundgemma · metaresearch+scholarly_communicationgpt · research_integrity+scholarly_communicationmodels split
What is a predatory journal? A scoping review
Kelly D. Cobey, Manoj M. Lalu, Becky Skidmore, Nadera Ahmadzai, Agnes Grudniewicz, David Moher
2018· review· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
154
citations
afffundvenuegemma · metaresearch+bibliometrics+research_integritygpt · metaresearch+bibliometrics+scholarly_communication+research_integritymodels split
How predatory journals leak into PubMed
Andrea Manca, David Moher, Lucia Cugusi, Zeevi Dvir, Franca Deriu
2018· article· en· Canadian Medical Association Journal· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communication+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
146
citations
afffundgemma · metaresearch+research_integritygpt · research_integrity+scholarly_communicationmodels split
Researchers' Perspectives on Collective/Community Co-Authorship in Community-Based Participatory Indigenous Research
Heather Castleden, Vanessa Sloan Morgan, Aelita Neimanis
2010· article· en· Journal of Empirical Research on Human Research Ethics· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · metaresearch+sts+research_integrity+insufficient_payload
143
citations
afffundgemma · metaresearch+research_integrity+scholarly_communicationgpt · metaresearch+research_integritymodels split
What is a predatory journal? A scoping review
Kelly D. Cobey, Manoj M. Lalu, Becky Skidmore, Nadera Ahmadzai, Agnes Grudniewicz, David Moher
2018· review· en· F1000Research· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+insufficient_payload
141
citations
afffundgemma · metaresearchgpt · metaresearch+scholarly_communicationmodels split
How Long Is Too Long in Contemporary Peer Review? Perspectives from Authors Publishing in Conservation Biology Journals
Vivian M. Nguyen, Neal Haddaway, Lee F.G. Gutowsky, Alexander D. M. Wilson, Austin J. Gallagher, Michael Donaldson +2 more
2015· article· en· PLoS ONE· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics
133
citations
afffundno abstractgemma · open_sciencegpt · open_science+scholarly_communicationmodels split
Open access chemical and clinical probes to support drug discovery
A.M. Edwards, C. Bountra, Rachel Kerr, Timothy M. Willson
2009· article· en· Nature Chemical Biology· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
132
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integrity+scholarly_communicationmodels split
Ethical issues in publishing in predatory journals
Lorraine E. Ferris, Margaret A. Winker
2017· review· en· Biochemia Medica· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+bibliometrics+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+bibliometrics+research_integrity
97
citations
afffundgemma · metaresearch+scholarly_communicationgpt · metaresearch+research_integrity+scholarly_communicationmodels split
Defining predatory journals and responding to the threat they pose: a modified Delphi consensus process
Samantha Cukier, Manoj M. Lalu, Gregory L. Bryson, Kelly D. Cobey, Agnes Grudniewicz, David Moher
2020· article· en· BMJ Open· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics
97
citations
affgemma · no categorygpt · scholarly_communicationmodels split
Applying systems thinking to knowledge mobilisation in public health
Abby Haynes, Lucie Rychetnik, Diane T. Finegood, Michelle Irving, Louise Freebairn, Penelope Hawe
2020· letter· en· Health Research Policy and Systems· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · metaresearch
75
citations
affgemma · metaresearch+research_integritygpt · research_integrity+scholarly_communicationmodels split
Haunted Manuscripts: Ghost Authorship in the Medical Literature
Stephanie Ngai, Jennifer Gold, Sudeep S. Gill, Paula A. Rochon
2005· article· en· Accountability in Research· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaresearch+research_integrity+insufficient_payloadconsensus · research_integrity
75
citations
affgemma · metaresearch+scholarly_communicationgpt · metaresearch+research_integritymodels split
Dealing with predatory journal articles captured in systematic reviews
Danielle B. Rice, Becky Skidmore, Kelly D. Cobey
2021· letter· en· Systematic Reviews· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payload
73
citations
afffundgpt · metaresearch+scholarly_communicationgrok · no categoryopus · metaresearch+scholarly_communicationmodels split
Building a knowledge translation platform in Malawi to support evidence-informed health policy
Joshua A. Berman, Collins Mitambo, Beatrice Matanje-Mwagomba, Shiraz Khan, Chiyembekezo Kachimanga, Emily B Wroe +7 more
2015· article· en· Health Research Policy and Systems· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · metaresearch
71
citations
affno abstractgpt · metaresearch+scholarly_communicationgrok · no categoryopus · no categorymodels split
Strategies to translate knowledge related to common musculoskeletal conditions into physiotherapy practice: a systematic review
Marie‐Ève Bérubé, Stéphane Poitras, Marc Bastien, L. H. Laliberté, Anyck Lacharité, Douglas P. Gross
2017· review· en· Physiotherapy· Health Professions
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
69
citations
affgemma · metaresearch+research_integritygpt · research_integrity+scholarly_communicationmodels split
‘Stamp out paper mills’ — science sleuths on how to fight fake research
Anna Abalkina, René Aquarius, Elisabeth M. Bik, David Bimler, Dorothy Bishop, Jennifer A. Byrne +4 more
2025· article· en· Nature· Social Sciences
distilled prediction:candidate · sts+research_integrityconsensus · research_integrity
50
citations

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