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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
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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 4 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
Images of psychiatry and psychiatrists
Heather Stuart, Norman Sartorius, Tiina Liinamaa
2014· article· en· Acta Psychiatrica Scandinavica· Health Professions
machine prediction:candidate · noneconsensus · none
88
citations
aboutno affunlabeled
Psychosocial Stress Among Hospital Doctors in Surgical Fields
Olaf von dem Knesebeck, Jens Klein, Kirstin Grosse Frie, Karl Blum, Johannés Siegrist
2010· article· de· Deutsches Ärzteblatt international· Health Professions
machine prediction:candidate · noneconsensus · none
82
citations
affunlabeled
Perspective
Dennis C. Lefebvre
2012· review· en· Academic Medicine· Health Professions
machine prediction:candidate · noneconsensus · none
81
citations
affunlabeled
Prevalência de sintomas de estresse nos estudantes de medicina
Sâmia Mustafa Aguiar, Anya Pimentel Gomes Fernandes Vieira, Karine Magalhães Fernandes Vieira, Sabrine Mustafa Aguiar, Joana Oliveira Nóbrega
2009· article· pt· Jornal Brasileiro de Psiquiatria· Health Professions
machine prediction:candidate · noneconsensus · none
77
citations

How this was built: Screen · Findings · About