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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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Mechanical Circulatory Support Devices
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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.

1,961 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.
1,961 works in the cohort · of 4,299,418page 18 of 40

Labels cover 3 of 1,961 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 1,961 of 1,961 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Age, STEMI, and Cardiogenic Shock
Eliano Pio Navarese, Sunil V. Rao, Mitchell W. Krucoff
2019· letter· en· Journal of the American College of Cardiology· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
HeartMate 3: Facing the challenge of past success
William E. Stansfield, Vivek Rao
2016· article· en· Journal of Thoracic and Cardiovascular Surgery· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Unplanned readmissions after Impella mechanical circulatory support
Adrian A. Kuchtaruk, Robert T. Sparrow, Lorenzo Azzalini, Santiago García, Pedro Villablanca, Hani Jneid +5 more
2023· article· en· International Journal of Cardiology· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
aboutno affunlabeled
ECMO: Improving our results by chasing the rabbits
Luiz Fernando Canêo, Rodolfo A. Neirotti
2015· article· en· Brazilian Journal of Cardiovascular Surgery· Engineering
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Predicting Transfusions During Left Ventricular Assist Device Implant
Robert J.H. Miller, Alexander J. Gregory, William Kent, Dipanjan Banerjee, William Hiesinger, Brian Clarke
2019· article· en· Seminars in Thoracic and Cardiovascular Surgery· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
affno abstractunlabeled
Widening care gap in VAD therapy
Jennifer Conway, Shahnawaz Amdani, David L.S. Morales, Angela Lorts, David N. Rosenthal, Jeffrey P. Jacobs +4 more
2023· article· en· The Journal of Heart and Lung Transplantation· Engineering
distilled prediction:candidate · noneconsensus · none
7
citations
afffundvenueunlabeled
The Etiology and Management of Critical Acute Right Heart Failure
Adriana Luk, Ricardo Teijeiro‐Paradis, Andrew Kochan, Filio Billia, Ghislaine Douflé, Sheldon Magder +3 more
2025· review· en· Canadian Journal of Cardiology· Engineering
distilled prediction:candidate · noneconsensus · none
7
citations

How this was built: Screen · Findings · About