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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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Sleep and Work-Related Fatigue
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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.

843 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.
843 works in the cohort · of 4,299,418page 6 of 17

Labels cover 3 of 843 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 843 of 843 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.

aboutno affunlabeled
Modern drowsiness detection techniques: a review
Sarah Saadoon Jasim, Alia Karim Abdul Hassan
2022· review· en· International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering· Psychology
machine prediction:candidate · noneconsensus · none
19
citations
affno abstractunlabeled
Sleepy Driving
Nelson B. Powell, Jason Chau
2010· review· en· Medical Clinics of North America· Psychology
machine prediction:candidate · noneconsensus · none
17
citations
affaboutunlabeled
Flexible Working Arrangements in Healthcare
Danielle Mercer, Elizabeth M. Russell, Kara A. Arnold
2014· article· en· JONA The Journal of Nursing Administration· Psychology
machine prediction:candidate · noneconsensus · none
17
citations
afffundunlabeled
The fatigue paradox: Team perceptions of physician fatigue
Emily Field, Lorelei Lingard, Richard A. Cherry, Julie Ann Van Koughnett, Sandra DeLuca, Taryn Taylor
2021· article· en· Medical Education· Psychology
machine prediction:candidate · noneconsensus · none
17
citations
aboutno affunlabeled
Modernising the 12-hour shift
Amelia Lea, Charlotte Bloodworth
2003· article· en· Nursing Standard· Psychology
machine prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
Sleepiness, Sleep Apnea, and Driving
Charles F. George
2004· letter· en· American Journal of Respiratory and Critical Care Medicine· Psychology
machine prediction:candidate · noneconsensus · none
16
citations
affno abstractunlabeled
A physiatrist's view of response shift
Theo van Rijn
2009· article· en· Journal of Clinical Epidemiology· Psychology
machine prediction:candidate · noneconsensus · none
14
citations

How this was built: Screen · Findings · About