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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.

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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.

affaffiliation
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venuejournal
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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 11 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.

affunlabeled
Setting Up a Surgical Skills Center
Helen MacRae, Lisa Satterthwaite, Richard K. Reznick
2007· review· en· World Journal of Surgery· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
37
citations
venueno affno abstractunlabeled
Robot-assisted ophthalmic surgery
Howard F. Fine, Wei Wei, Roger E. Goldman, Nabil Simaan
2010· review· en· Canadian Journal of Ophthalmology· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
37
citations
fundno affno abstractunlabeled
A review of virtual reality simulators for neuroendoscopy
Britty Baby, Ramandeep Singh, Ashish Suri, Rohan Raju Dhanakshirur, Argha Chakraborty, Subodh Kumar +2 more
2019· review· en· Neurosurgical Review· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
35
citations
affno abstractunlabeled
Can Multiple Object Tracking Predict Laparoscopic Surgical Skills?
Sebastian Harenberg, Rob McCaffrey, Matthew Butz, Dustin Post, Joel Howlett, Kim D. Dorsch +1 more
2016· article· en· Journal of surgical education· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
34
citations
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
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