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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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Mental Health Treatment and Access
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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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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.

2,783 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.
2,783 works in the cohort · of 4,299,418page 6 of 56

Labels cover 12 of 2,783 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 2,783 of 2,783 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.

affaboutno abstractunlabeled
Antidepressant utilization in Canada
Cynthia A Beck, Scott B. Patten, Jeanne V.A. Williams, JianLi Wang, Shawn R. Currie, Colleen J. Maxwell +1 more
2005· article· en· Social Psychiatry and Psychiatric Epidemiology· Psychology
machine prediction:candidate · noneconsensus · none
94
citations
affno abstractunlabeled
Depression self-management support: A systematic review
Janie Houle, Marjolaine Gascon-Depatie, Gabrielle Bélanger-Dumontier, Charles Cardinal
2013· review· en· Patient Education and Counseling· Psychology
machine prediction:candidate · noneconsensus · none
90
citations
affno abstractunlabeled
The Sociology of Mental Health: Surveying the Field
Carol S. Aneshensel, Jo C. Phelan, Alex Bierman
2012· book-chapter· en· Handbooks of sociology and social research· Psychology
machine prediction:candidate · noneconsensus · none
84
citations
afffundno abstractunlabeled
Treatment preferences in patients with first episode depression
Janie Houle, Benjamin Villaggi, Marie‐Dominique Beaulieu, François Lespérance, Gilles Rondeau, Jean Lambert
2012· article· en· Journal of Affective Disorders· Psychology
machine prediction:candidate · noneconsensus · none
84
citations
aboutno affunlabeled
Forty years without mental hospitals in Italy
Corrado Barbui, Davide Papola, Benedetto Saraceno
2018· article· en· International Journal of Mental Health Systems· Psychology
machine prediction:candidate · noneconsensus · none
83
citations

How this was built: Screen · Findings · About