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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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Surgical Simulation and Training
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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.

2,557 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.
2,557 works in the cohort · of 4,299,418page 12 of 52

Labels cover 3 of 2,557 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 2,557 of 2,557 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Training Residents in Mitral Valve Surgery
Roger J.F. Baskett, Dimitri Kalavrouziotis, Karen J. Buth, Gregory M. Hirsch, John A. Sullivan
2004· article· en· The Annals of Thoracic Surgery· Medicine
distilled prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Toward Modeling of a Suturing Task
Matt LeDuc, Shahram Payandeh, John C. Dill
2003· article· en· Medicine
distilled prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Novice Performance of Ultrasound-Guided Needling Skills
Jason McVicar, Ahtsham U. Niazi, Harry Murgatroyd, Ki Jinn Chin, Vincent Chan
2015· article· en· Regional Anesthesia & Pain Medicine· Medicine
distilled prediction:candidate · noneconsensus · none
34
citations
affno abstractunlabeled
Evaluating surgical resident selection procedures
Michael K. Gilbart, Michael D. Cusimano, Glenn Regehr
2001· article· en· The American Journal of Surgery· Medicine
distilled prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
Eye Tracking Use in Surgical Research: A Systematic Review
Amalia M Gil, Sharon Birdi, Teruko Kishibe, Teodor Grantcharov
2022· review· en· Journal of Surgical Research· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaresearch
32
citations
affno abstractunlabeled
Laparoscopic splenectomy
David Pace, Patrick M. Chiasson, Christopher M. Schlachta, J. Mamazza, Éric Poulin
2002· article· en· Surgical Endoscopy· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
31
citations

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