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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.

1,914 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.
1,914 works in the cohort · of 4,299,418page 13 of 39

Labels cover 1,914 of 1,914 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 1,914 of 1,914 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affgemma · metaresearch+scholarly_communicationgpt · research_integrity+scholarly_communicationmodels split
Predatory journal publishing: Is this an alternate universe?
Edward J. Harvey, Chad G. Ball
2021· editorial· en· Canadian Journal of Surgery· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+scholarly_communication+research_integrity
23
citations
affgemma · no categorygpt · metaresearchmodels split
Rapid reviews methods series: assessing the appropriateness of conducting a rapid review
Chantelle Garritty, Barbara Nußbaumer-Streit, Candyce Hamel, Declan Devane
2024· review· en· BMJ evidence-based medicine· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+open_science+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payload
22
citations
affgemma · bibliometrics+metaresearchgpt · metaresearch+bibliometrics+scholarly_communicationmodels split
Co‐saved, co‐tweeted, and co‐cited networks
Fereshteh Didegah, Mike Thelwall
2018· article· en· Journal of the Association for Information Science and Technology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics
21
citations
afffundgemma · metaresearchgpt · metaresearchmodels agree
Development of rapid guidelines: 2. A qualitative study with WHO guideline developers
Iván D. Flórez, Rebecca L. Morgan, Maicon Falavigna, Sérgio Cândido Kowalski, Yuan Zhang, Itziar Etxeandia‐Ikobaltzeta +3 more
2018· article· en· Health Research Policy and Systems· Medicine
distilled prediction:candidate · metaresearchconsensus · metaresearch
21
citations
affgemma · metaresearchgpt · no categorymodels split
Can ChatGPT be trusted to provide reliable estimates?
Panagiotis Tsigaris, Jaime A. Teixeira da Silva
2023· letter· en· Accountability in Research· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · none
21
citations
affgemma · metaresearchgpt · metaresearchmodels agree
Reporting Guideline for Chatbot Health Advice Studies
Bright Huo, Gary S. Collins, David Chartash, Arun James Thirunavukarasu, Annette Flanagin, Alfonso Iorio +39 more
2025· article· en· JAMA Network Open· Psychology
distilled prediction:candidate · noneconsensus · none
21
citations
affgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
Research Integrity definitions and challenges
Anna Catharina Vieira Armond, Kelly D. Cobey, David Moher
2024· article· en· Journal of Clinical Epidemiology· Health Professions
distilled prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
21
citations
affgemma · metaresearchgpt · no categorymodels split
A Systematic Review of Surgical Randomized Controlled Trials
Sophocles H. Voineskos, Christopher J. Coroneos, Natalia Ziolkowski, Manraj Kaur, Laura Banfield, Maureen O. Meade +3 more
2016· review· en· Plastic & Reconstructive Surgery· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad+research_integrity
21
citations
afffundgemma · open_sciencegpt · metaresearch+open_science+scholarly_communicationmodels split
Fostering global data sharing: highlighting the recommendations of the Research Data Alliance COVID-19 working group
Claire C. Austin, Alexander Bernier, Louise Bezuidenhout, Juan Bicarregui, Timea Biro, Anne Cambon‐Thomsen +30 more
2021· preprint· en· Wellcome Open Research· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+scholarly_communication+open_science+research_integrityconsensus · metaresearch+open_science
20
citations
affaboutgpt · metaresearchgrok · no categoryopus · metaresearchmodels split
A Review of Implementation Outcome Measures of School‐Based Physical Activity Interventions
Sonam Shah, Kenneth R. Allison, Nour Schoueri‐Mychasiw, Beata Pach, Heather Manson, Karen Vu‐Nguyen
2017· review· en· Journal of School Health· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
20
citations
affgemma · bibliometricsgpt · bibliometrics+metaresearchmodels split
Into the gray: a modified approach to citation analysis to better understand research impact
Shannon L. Sibbald, Jennifer C. D. MacGregor, Marisa Surmacz, C. Nadine Wathen
2015· article· en· Journal of the Medical Library Association JMLA· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · metaresearch+bibliometrics
20
citations
aboutno affgemma · metaresearch+research_integritygpt · research_integritymodels split
Research misconduct in the UK
Fiona Godlee, Elizabeth Wager
2012· letter· en· BMJ· Social Sciences
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
20
citations
affgemma · metaresearch+metaepi_narrow+metaepi_broadgpt · metaresearch+metaepi_narrow+metaepi_broadmodels split
Abbreviated and comprehensive literature searches led to identical or very similar effect estimates: a meta-epidemiological study
Hannah Ewald, Irma Klerings, Gernot Wagner, Thomas L. Heise, Andreea Dobrescu, Susan Armijo‐Olivo +6 more
2020· review· en· Journal of Clinical Epidemiology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+research_integrity+insufficient_payloadconsensus · metaresearch+metaepi_narrow+metaepi_broad+research_integrity+insufficient_payload
20
citations
afffundgemma · metaresearch+open_sciencegpt · open_sciencemodels split
Guilt-free data reuse
Cynthia Dwork, Vitaly Feldman, Moritz Hardt, Toniann Pitassi, Omer Reingold, Aaron Roth
2017· article· en· Communications of the ACM· Computer Science
distilled prediction:candidate · metaresearch+open_scienceconsensus · open_science
20
citations
affgemma · metaresearch+research_integritygpt · metaresearch+open_science+research_integritymodels split
IMPACT Observatory: tracking the evolution of clinical trial data sharing and research integrity
Karmela Krleža-Jerić, Mirko Gabelica, Rita Banzi, Marina Krnić-Martinić, Bibiana Pulido, Mersiha Mahmić-Kaknjo +4 more
2016· review· en· Biochemia Medica· Computer Science
distilled prediction:candidate · metaresearch+scholarly_communication+open_science+research_integrityconsensus · metaresearch+open_science
19
citations

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