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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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Medical Education
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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.

1,113 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.
1,113 works in the cohort · of 4,299,418page 4 of 23

Labels cover 3 of 1,113 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 1,113 of 1,113 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Scoping reviews in medical education: A scoping review
Lauren A. Maggio, Kelsey L. Larsen, Aliki Thomas, Joseph A. Costello, Anthony R. Artino
2020· review· en· Medical Education· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · research_integrity+insufficient_payload
98
citations
affunlabeled
Checklists improve experts’ diagnostic decisions
Matthew Sibbald, Anique B. H. de Bruin, Jeroen J. G. van Merriënboer
2013· article· en· Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · insufficient_payload
93
citations
affunlabeled
The ABCs of pedagogy for clinical teachers
Peter J. McLeod, Yvonne Steinert, Tim Meagher, Audrey McLeod
2003· article· en· Medical Education· Medicine
distilled prediction:candidate · metaresearchconsensus · none
91
citations
affunlabeled
Rethinking the basis of medical knowledge
Ayelet Kuper, Marcel D’Eon
2010· article· en· Medical Education· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
88
citations
affunlabeled
Medical education… meet Michel Foucault
Brian Hodges, Maria Athina Martimianakis, Nancy McNaughton, Cynthia Whitehead
2014· article· en· Medical Education· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
88
citations
affaboutunlabeled
The future of medical education: a Canadian environmental scan
Brian Hodges, Mathieu Albert, Delphine Arweiler, Spogmai Akseer, Glen Bandiera, Niall Byrne +8 more
2010· article· en· Medical Education· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
86
citations

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