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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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Cardiac and Coronary Surgery Techniques
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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.

1,421 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.
1,421 works in the cohort · of 4,299,418page 4 of 29

Labels cover 3 of 1,421 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 1,421 of 1,421 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Endoscopic Conduit Harvest in Coronary Artery Bypass Grafting Surgery
Francis D. Ferdinand, John K MacDonald, Husam H. Balkhy, Gianluigi Bisleri, Ho Young Hwang, Patricia Northrup +3 more
2017· review· en· Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
59
citations
affunlabeled
New Strategies for Surgical Myocardial Revascularization
Mario Gaudino, Faisal G. Bakaeen, Piroze Davierwala, Antonino Di Franco, Stephen E. Fremes, Nirav Patel +5 more
2018· review· en· Circulation· Medicine
distilled prediction:candidate · noneconsensus · none
59
citations
affno abstractunlabeled
Minimally Invasive Approach for Complex Cardiac Surgery Procedures
Pasquale Totaro, Simone Carlini, Matteo Pozzi, Francesco Pagani, Giuseppe Zattera, Andrea Maria D’Armini +1 more
2009· article· en· The Annals of Thoracic Surgery· Medicine
distilled prediction:candidate · noneconsensus · none
53
citations
affunlabeled
Ultrafiltration in Pediatric Cardiac Surgery Review
Joel Bierer, Roger Stanzel, Mark J. Henderson, Suvro Sett, David Horné
2019· review· en· World Journal for Pediatric and Congenital Heart Surgery· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
52
citations
affunlabeled
How to Build a Cath-Lab Operating Room
Johannes Bonatti, Thomas A. Vassiliades, Wiley Nifong, Heinz Jakob, Raimund Erbel, Erik Fosse +5 more
2007· review· en· The Heart Surgery Forum· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
51
citations
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