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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
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
fundfunder
venuejournal
aboutaboutness

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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

venueno affunlabeled
Trainee fatigue: Are new limits on work hours enough?
Steven K. Howard
2004· letter· en· Canadian Medical Association Journal· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
20
citations
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
distilled prediction:candidate · metaepi_narrowconsensus · none
19
citations
aboutno affunlabeled
Shift work practices and opportunities for intervention
Kyriaki Papantoniou, Céline Vetter, Eva Schernhammer
2016· article· en· Occupational and Environmental Medicine· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · none
18
citations
affno abstractunlabeled
Sleepy Driving
Nelson B. Powell, Jason Chau
2010· review· en· Medical Clinics of North America· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
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
distilled prediction:candidate · noneconsensus · none
17
citations
affno abstractunlabeled
Be caught napping: you're doing more than resting your eyes
Pierre Maquet, Philippe Peigneux, Steven Laureys, Carlyle Smith
2002· letter· en· Nature Neuroscience· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · research_integrity
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
distilled prediction:candidate · insufficient_payloadconsensus · none
17
citations
aboutno affunlabeled
Modernising the 12-hour shift
Amelia Lea, Charlotte Bloodworth
2003· article· en· Nursing Standard· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · 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
distilled prediction:candidate · metaepi_narrow+sts+research_integrityconsensus · none
16
citations
aboutno affunlabeled
Fatigue management in healthcare: it is a risky business
Drew Dawson∥, Matthew J. W. Thomas
2019· letter· en· Anaesthesia· Psychology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
15
citations
affno abstractunlabeled
A physiatrist's view of response shift
Theo van Rijn
2009· article· en· Journal of Clinical Epidemiology· Psychology
distilled prediction:candidate · metaresearchconsensus · metaresearch
14
citations

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