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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 5 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.

affgemma · metaresearchgpt · metaresearchmodels agree
Methods for Developing Evidence Reviews in Short Periods of Time: A Scoping Review
Ahmed M Abou-Setta, Maya M. Jeyaraman, Abdelhamid Attia, Hesham Al-Inany, Mauricio Ferri, Mohammed T Ansari +3 more
2016· review· en· PLoS ONE· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · metaresearch+insufficient_payload
87
citations
affgemma · metaresearch+bibliometricsgpt · bibliometrics+metaresearchmodels split
The power of altmetrics on a CV
Heather Piwowar, Jason R Priem
2013· article· en· Bulletin of the American Society for Information Science and Technology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+stsconsensus · none
86
citations
affgpt · no categorygrok · metaresearch+metaepi_broadopus · no categorymodels split
Advancing the pragmatic measurement of sustainment: a narrative review of measures
Joanna C. Moullin, Marisa Sklar, Amy Green, Kelsey S. Dickson, Nicole A. Stadnick, Kendal Reeder +1 more
2020· review· en· Implementation Science Communications· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · none
86
citations
afffundno abstractgemma · metaresearch+metaepi_broadgpt · metaresearch+metaepi_broadmodels agree
Flaws in the application and interpretation of statistical analyses in systematic reviews of therapeutic interventions were common: a cross-sectional analysis
Matthew J. Page, Douglas G. Altman, Joanne E. McKenzie, Larissa Shamseer, Nadera Ahmadzai, Dianna Wolfe +4 more
2017· article· en· Journal of Clinical Epidemiology· Decision Sciences
distilled prediction:candidate · metaresearchconsensus · metaresearch
85
citations
afffundno abstractgemma · metaresearch+metaepi_broad+metaepi_narrowgpt · metaepi_narrow+metaepi_broad+metaresearchmodels split
Visual Analogue Scale has higher assay sensitivity than WOMAC pain in detecting between-group differences in treatment effects: a meta-epidemiological study
Bruno R. da Costa, Pakeezah Saadat, Reto Basciani, Arnav Agarwal, Bradley C. Johnston, Peter Jüni
2020· review· en· Osteoarthritis and Cartilage· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · metaepi_narrow
85
citations
affgemma · metaresearchgpt · metaresearchmodels split
Trials and Tribulations of Systematic Reviews and Meta-Analyses
Mark Crowther
2007· review· en· Hematology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+insufficient_payloadconsensus · metaresearch+metaepi_broad+insufficient_payload
84
citations
affgemma · metaresearchgpt · metaresearchmodels split
Updating standards for reporting diagnostic accuracy: the development of STARD 2015
Daniël A. Korevaar, Jérémie F. Cohen, Johannes B. Reitsma, David E. Bruns, Constantine Gatsonis, Paul Glasziou +6 more
2016· article· en· Research Integrity and Peer Review· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · metaresearch
82
citations
affgemma · metaresearchgpt · metaresearchmodels agree
A systematic review of comparisons between protocols or registrations and full reports in primary biomedical research
Guowei Li, Luciana Patrícia Fernandes Abbade, Ikunna Nwosu, Yanling Jin, Alvin Leenus, Muhammad Maaz +15 more
2018· review· en· BMC Medical Research Methodology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+sts+open_science+research_integrity+insufficient_payloadconsensus · metaresearch+research_integrity+insufficient_payload
82
citations
afffundno abstractgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels split
Misconduct and Misbehavior Related to Authorship Disagreements in Collaborative Science
Elise Smith, Bryn Williams–Jones, Zubin Master, Vincent Larivière, Cassidy R. Sugimoto, Adèle Paul‐Hus +2 more
2019· article· en· Science and Engineering Ethics· Social Sciences
distilled prediction:candidate · noneconsensus · none
81
citations
afffundgemma · metaresearch+research_integritygpt · metaresearch+research_integritymodels agree
Costly collaborations: The impact of scientific fraud on co‐authors' careers
Philippe Mongeon, Vincent Larivière
2015· article· en· Journal of the Association for Information Science and Technology· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
81
citations
afffundgemma · metaresearch+metaepi_broad+metaepi_narrowgpt · metaresearch+metaepi_narrow+metaepi_broadmodels split
What is the influence of randomisation sequence generation and allocation concealment on treatment effects of physical therapy trials? A meta-epidemiological study
Susan Armijo‐Olivo, Humam Saltaji, Bruno R. da Costa, Jorge Fuentes, Christine Ha, Greta G. Cummings
2015· review· en· BMJ Open· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broadconsensus · metaresearch
81
citations
affgemma · metaresearchgpt · no categorymodels split
Reflections on the history of systematic reviews
Mike Clarke, Iain Chalmers
2018· editorial· en· BMJ evidence-based medicine· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+metaepi_broad+open_science+insufficient_payloadconsensus · metaresearch+insufficient_payload
81
citations
afffundgemma · metaresearchgpt · no categorymodels split
Scaling up complex interventions: insights from a realist synthesis
Cameron D. Willis, Barbara Riley, Lisa Stockton, Aneta Abramowicz, Dana Zummach, Geoff Wong +2 more
2016· review· en· Health Research Policy and Systems· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · none
78
citations
affgpt · metaepi_narrow+metaepi_broadgrok · metaepi_broadopus · metaresearch+metaepi_narrow+metaepi_broadmodels split
A Meta-Analysis of Moral Reconation Therapy
Linda M. Ferguson, J. Stephen Wormith
2012· review· en· International Journal of Offender Therapy and Comparative Criminology· Neuroscience
distilled prediction:candidate · noneconsensus · none
76
citations
afffundgemma · metaresearchgpt · no categorymodels split
Revisiting inconsistency in large pharmacogenomic studies
Zhaleh Safikhani, Petr Smirnov, Mark Freeman, Nehmé El-Hachem, Adrian She, Anna Goldenberg +7 more
2017· preprint· en· F1000Research· Computer Science
distilled prediction:candidate · metaepi_narrow+open_scienceconsensus · none
76
citations
affgemma · no categorygpt · metaresearchmodels split
Bridging Conceptions of Quality in Moments of Qualitative Research
Michael J. Ravenek, Debbie Laliberté Rudman
2013· article· en· International Journal of Qualitative Methods· Decision Sciences
distilled prediction:candidate · metaresearch+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
afffundno abstractgemma · metaresearch+metaepi_broadgpt · metaresearch+metaepi_broadmodels agree
A third of systematic reviews changed or did not specify the primary outcome: a PROSPERO register study
Andrea C. Tricco, Elise Cogo, Matthew J. Page, Julie Polisena, Alison Booth, Kerry Dwan +5 more
2016· article· en· Journal of Clinical Epidemiology· Decision Sciences
distilled prediction:candidate · metaresearch+metaepi_broad+insufficient_payloadconsensus · metaresearch+metaepi_broad+insufficient_payload
75
citations
affgemma · no categorygpt · metaresearchmodels split
Review of Mixed-Methods Research in Nursing
Ahtisham Younas, Maria Pedersen, Jude L. Tayaben
2019· review· en· Nursing Research· Health Professions
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaresearch
74
citations

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