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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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Healthcare professionals’ stress and burnout
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.

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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.

1,945 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.
1,945 works in the cohort · of 4,299,418page 7 of 39

Labels cover 8 of 1,945 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 1,945 of 1,945 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
Burnout
Michael P. Leiter, Christina Maslach, Kelly Frame
2015· other· en· The Encyclopedia of Clinical Psychology· Health Professions
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
Association of Sleep Disorders With Physician Burnout
Matthew D. Weaver, Rebecca Robbins, Stuart F. Quan, Conor S. O’Brien, Natalie Viyaran, Charles A. Czeisler +1 more
2020· article· en· JAMA Network Open· Health Professions
machine prediction:candidate · noneconsensus · none
45
citations
affunlabeled
The Hidden Costs of Caring
Dawn White
2006· article· en· The Health Care Manager· Health Professions
machine prediction:candidate · noneconsensus · none
43
citations
affno abstractunlabeled
Understanding ICU Staff Burnout: The Show Must Go On
Élie Azoulay, Margaret S. Herridge
2011· letter· en· American Journal of Respiratory and Critical Care Medicine· Health Professions
machine prediction:candidate · noneconsensus · none
41
citations

How this was built: Screen · Findings · About