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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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Respiratory Support and Mechanisms
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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.

3,606 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.
3,606 works in the cohort · of 4,299,418page 1 of 73

Labels cover 13 of 3,606 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 3,606 of 3,606 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affunlabeled
Acute Respiratory Distress Syndrome
Ards Definition Task Force
2012· article· en· JAMA· Medicine
distilled prediction:candidate · noneconsensus · none
8,835
citations
affno abstractunlabeled
Acute respiratory distress syndrome
Michael A. Matthay, Rachel L. Zemans, Guy A. Zimmerman, Yaseen M. Arabi, Jeremy R. Beitler, Alain Mercat +3 more
2019· review· en· Nature Reviews Disease Primers· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity
2,418
citations
affunlabeled
Ventilator-Induced Lung Injury
Arthur S. Slutsky, V. Marco Ranieri
2013· review· en· New England Journal of Medicine· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2,221
citations
affunlabeled
Weaning from mechanical ventilation
J-M. Boles, Julian Bion, Alfred F. Connors, Margaret S. Herridge, Brian Marsh, Christian Mélot +5 more
2007· article· en· European Respiratory Journal· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
2,113
citations
affunlabeled
An Official American Thoracic Society/European Society of Intensive Care Medicine/Society of Critical Care Medicine Clinical Practice Guideline: Mechanical Ventilation in Adult Patients with Acute Respiratory Distress Syndrome
Eddy Fan, Lorenzo Del Sorbo, Ewan C. Goligher, Carol Hodgson, Laveena Munshi, Allan J. Walkey +23 more
2017· article· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · none
1,658
citations
affno abstractunlabeled
Noninvasive Ventilation
Sangeeta Mehta, Nicholas S. Hill
2001· review· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
886
citations
affunlabeled
Evolution of Mechanical Ventilation in Response to Clinical Research
Niall D. Ferguson, Maureen O. Meade, Fernando Frutos–Vivar, Carlos Apezteguía, Laurent Brochard, Konstantinos Raymondos +16 more
2007· review· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · metaresearchconsensus · none
730
citations
affunlabeled
A New Global Definition of Acute Respiratory Distress Syndrome
Michael A. Matthay, Yaseen M. Arabi, Alejandro C. Arroliga, Gordon R. Bernard, Andrew D. Bersten, Laurent Brochard +25 more
2023· article· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · noneconsensus · none
727
citations
affunlabeled
Pulmonary Atelectasis
Michelle Duggan, Brian P. Kavanagh, David C. Warltier
2005· review· en· Anesthesiology· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
651
citations
affunlabeled
Spontaneous Effort Causes Occult Pendelluft during Mechanical Ventilation
Takeshi Yoshida, Vinícius Torsani, Susimeire Gomes, Roberta Ribeiro De Santis Santiago, Marcelo A. Beraldo, Eduardo Leite Vieira Costa +4 more
2013· article· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · noneconsensus · none
574
citations
affno abstractunlabeled
Prone position in ARDS patients: why, when, how and for whom
Claude Guérin, Richard Albert, Jeremy R. Beitler, Luciano Gattinoni, Samir Jaber, John J. Marini +5 more
2020· review· en· Intensive Care Medicine· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
545
citations
affno abstractunlabeled
Ventilator-induced Diaphragmatic Dysfunction
Theodoros Vassilakopoulos, Basil J. Petrof
2004· review· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
519
citations
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