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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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American Journal of Epidemiology
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Retraction
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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.

affaffiliation
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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.

920 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
920 works in the cohort · of 4,299,418page 14 of 19

Labels cover 16 of 920 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 920 of 920 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.

affunlabeled
THREE OF THE AUTHORS REPLY
Russell Steele, Robert W. Platt, Ian Shrier
2009· article· en· American Journal of Epidemiology· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Serum Organochlorine Levels and Risk of Non-Hodgkin Lymphoma
C.T. Ng, Jean Philippe Weber, R. P. Gallagher, Joseph Connors, R. D. Gascoyne, Agnes S. Lai +2 more
2006· article· en· American Journal of Epidemiology· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Sun Exposure and the Risk of Non-Hodgkin Lymphoma by Ethnicity
Danhong Shu, Richard P. Gallagher, Agnes S. Lai, Karey Shumansky, Joseph M. Connors, Randy D. Gascoyne +1 more
2006· article· en· American Journal of Epidemiology· Environmental Science
machine prediction:candidate · noneconsensus · none
0
citations
affaboutgemma · no categorygpt · no categorymodels agree
The authors reply
Robert Smith, Julianne Holt‐Lunstad, Ichiro Kawachi
2024· letter· en· American Journal of Epidemiology· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
088-S: Asbestos and Pleural Cancer in Canada
Mohammed Aazam U T, Loraine D. Marrett, Paul A Demers, Jennifer Payne, Rayhan Chaudhry, Erin Pichora
2005· article· en· American Journal of Epidemiology· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
affaboutunlabeled
Impact of the Toronto Bar Smoking Ban on Employee Ets Exposure
Susan J. Bondy, Roberta Ferrence, Peter Selby, Nancy Kreiger, Heather E. Travis, A Aorescu +2 more
2006· article· en· American Journal of Epidemiology· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affaboutgemma · no categorygpt · no categorymodels agree
332: Cancer Risk Among British Columbia Registered Nurses
John J. Spinelli, N. Le, Pamela A. Ratner, Kay Teschke, Richard P. Gallagher, Yat Chow +1 more
2005· article· en· American Journal of Epidemiology· Nursing
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
The Authors Reply
Arnaud Chioléro, Gilles Paradis, Jay S. Kaufman
2014· letter· en· American Journal of Epidemiology· Medicine
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
The Authors Reply
M. S. Kramer, X. Zhang, Robert W. Platt
2015· letter· en· American Journal of Epidemiology· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
0
citations

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