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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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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 11 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.

affno abstractunlabeled
Biotrauma Hypothesis of Ventilator-induced Lung Injury
Stefan Uhlig, Marco Ranieri, Arthur S. Slutsky
2004· letter· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
72
citations
venueno affunlabeled
Inspiratory Muscle Training in the Intensive Care Unit: A New Perspective
Rodrigo Marques Tonella, Lígia dos Santos Roceto Ratti, Lilian Elisabete Bernardes Delazari, Carlos Frederico Leite Fontes, Paula Lima da Silva, Aline Ribeiro Da Silva Herran +6 more
2017· article· en· Journal of Clinical Medicine Research· Medicine
distilled prediction:candidate · metaresearch+research_integrityconsensus · none
71
citations
afffundno abstractunlabeled
How to ventilate obstructive and asthmatic patients
Alexandre Demoule, Laurent Brochard, Martin Dres, Leo Heunks, Amal Jubran, Franco Laghi +7 more
2020· review· en· Intensive Care Medicine· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
70
citations
affunlabeled
Desmame e interrupção da ventilação mecânica
Rosane Goldwasser, Augusto Manoel de Carvalho Farias, Edna Estelita Costa Freitas, Felipe Saddy, Verônica Moreira Amado, Valdelis Novis Okamoto
2007· article· pt· Jornal Brasileiro de Pneumologia· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
69
citations
affunlabeled
Cellular biomechanics in the lung
Christopher M. Waters, Peter H. S. Sporn, Mingyao Liu, Jeffrey J. Fredberg
2002· review· en· American Journal of Physiology-Lung Cellular and Molecular Physiology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
68
citations
affunlabeled
Spontaneous Breathing Trials With T-Piece or Pressure Support Ventilation
José Augusto Santos Pellegrini, Rafael Barberena Moraes, Juçara Gasparetto Maccari, Roselaine Pinheiro de Oliveira, Augusto Savi, Rodrigo Antonini Ribeiro +2 more
2016· review· en· Respiratory Care· Medicine
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
67
citations

How this was built: Screen · Findings · About