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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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. 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
machine prediction:candidate · bibliometricsconsensus · 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
machine prediction:candidate · metaresearch+bibliometricsconsensus · none
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
machine prediction:candidate · metaresearch+bibliometricsconsensus · 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
machine prediction:candidate · metaresearchconsensus · metaresearch
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
machine prediction:candidate · metaresearch+open_scienceconsensus · none
390
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
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
machine prediction:candidate · open_scienceconsensus · none
241
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
203
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
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
machine prediction:candidate · metaresearch+bibliometrics+research_integrityconsensus · none
146
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
141
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
machine prediction:candidate · open_scienceconsensus · none
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
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
machine prediction:candidate · noneconsensus · none
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
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
machine prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
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
machine prediction:candidate · noneconsensus · none
71
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
machine prediction:candidate · metaresearch+research_integrityconsensus · none
50
citations

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