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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 1 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.

afffundno abstractunlabeled
Working on atypical schedules
Diane B. Boivin, Geneviève Tremblay, Francine O. James
2007· review· en· Sleep Medicine· Psychology
machine prediction:candidate · noneconsensus · none
214
citations
aboutno affunlabeled
How Long and How Much Are Nurses Now Working?
Alison M. Trinkoff, Jeanne Geiger‐Brown, Barbara Brady, Jane Lipscomb, Carles Muntaner
2006· article· en· AJN American Journal of Nursing· Psychology
machine prediction:candidate · noneconsensus · none
188
citations
aboutno affunlabeled
The effect of shift work on eating habits: a systematic review
Renata Vieira Souza, Roberta Aguiar Sarmento, Jussara Carnevale de Almeida, Raquel Canuto
2018· review· en· Scandinavian Journal of Work Environment & Health· Psychology
machine prediction:candidate · noneconsensus · none
186
citations
affunlabeled
Impaired Performance in Commercial Drivers
Allan I Pack, Greg Maislin, Bethany Staley, Frances M. Pack, William C. Rogers, Charles F. George +1 more
2006· article· en· American Journal of Respiratory and Critical Care Medicine· Psychology
machine prediction:candidate · noneconsensus · none
179
citations
affaboutunlabeled
Shift work and health.
Margot Shields
2002· article· en· PubMed· Psychology
machine prediction:candidate · noneconsensus · none
160
citations
affaboutunlabeled
Fatigue and shift work
Jianhua Shen, Leigh C.P. Botly, Sharon A. Chung, Alison L. Gibbs, SKENDER SABANADZOVIC, Colin M. Shapiro
2006· article· en· Journal of Sleep Research· Psychology
machine prediction:candidate · noneconsensus · none
137
citations
afffundno abstractunlabeled
Insomnia in shift work
Annie Vallières, Aïda Azaiez, Vincent Moreau, Mélanie LeBlanc, Charles M. Morin
2014· article· en· Sleep Medicine· Psychology
machine prediction:candidate · noneconsensus · none
126
citations
affunlabeled
On-call work and health: a review
Anne‐Marie Nicol, Jackie S Botterill
2004· review· en· Environmental Health· Psychology
machine prediction:candidate · noneconsensus · none
118
citations

How this was built: Screen · Findings · About