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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.

affaffiliation
fundfunder
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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 9 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.

affunlabeled
Negative-Pressure Ventilation
Doreen Engelberts, Emma Helm, Helena Frndova, Steven Jarvis, Omid Talakoub, Colin McKerlie +3 more
2007· article· en· American Journal of Respiratory and Critical Care Medicine· Medicine
distilled prediction:candidate · noneconsensus · none
89
citations
afffundno abstractunlabeled
High-Flow Nasal Cannula in the Immediate Postoperative Period
Dipayan Chaudhuri, David Granton, Dominic Xiang Wang, Karen E. A. Burns, Yigal Helviz, Sharon Einav +14 more
2020· review· en· CHEST Journal· Medicine
distilled prediction:candidate · research_integrityconsensus · none
88
citations
afffundunlabeled
Ventilator-induced diaphragmatic dysfunction
Basil J. Petrof, Sabah N. A. Hussain
2015· review· en· Current Opinion in Critical Care· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
83
citations
affno abstractunlabeled
Paediatric lung isolation
Michael Letal, M Theam
2016· article· en· BJA Education· Medicine
distilled prediction:candidate · noneconsensus · none
82
citations
affunlabeled
Lessons to learn from epidemiologic studies in ARDS
Bairbre McNicholas, Grainne M. Rooney, John G. Laffey
2017· review· en· Current Opinion in Critical Care· Medicine
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
82
citations
afffundno abstractunlabeled
Personalized medicine for ARDS: the 2035 research agenda
Jeremy R. Beitler, Ewan C. Goligher, Matthieu Schmidt, Peter Spieth, Alberto Zanella, Ignacio Martín‐Loeches +2 more
2016· article· en· Intensive Care Medicine· Medicine
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
81
citations

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