{"id":"W2331066743","doi":"10.1097/ccm.0000000000001379","title":"Failure of Noninvasive Ventilation for De Novo Acute Hypoxemic Respiratory Failure","year":2015,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":488,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Tidal volume; Ventilation (architecture); Respiratory minute volume; Respiratory failure; Interquartile range; Anesthesia; Mechanical ventilation; Cardiology; Internal medicine; Respiratory system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000734166,0.0003490554,0.0004787019,0.0002830593,0.0002750653,0.0003834486,0.000250747,0.0003881135,0.0006248165],"category_scores_gemma":[0.002901801,0.0001170749,0.0002560464,0.0001904377,0.0003378564,0.0003595695,0.0003571709,0.0004225514,0.0001406921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002181023,"about_ca_system_score_gemma":0.0002751154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674648,"about_ca_topic_score_gemma":0.0006183285,"domain_scores_codex":[0.9995928,0.00009149791,0.00007085624,0.00006122742,0.00009814084,0.0000853052],"domain_scores_gemma":[0.9971128,0.0006739242,0.001496629,0.00009555981,0.0001562791,0.0004648478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004636743,0.00009455148,0.9918868,0.00003478155,0.00003880456,0.0007047606,0.0000845397,0.00008185948,0.002415548,0.000009050884,0.00005135403,0.004134303],"study_design_scores_gemma":[0.00001855755,0.001226348,0.9957241,0.00001661754,0.0000158598,0.002195294,0.00009090368,0.0001995711,0.0004013181,0.00001138714,0.00009569521,0.000004348201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994954,0.0002007276,0.00009947235,0.00001991026,0.000003756966,0.000008650829,0.00001910895,0.0000024314,0.0001505065],"genre_scores_gemma":[0.999792,0.00005796143,0.00004198478,0.00001668791,0.00001349863,0.000005038824,0.00004776812,6.479411e-7,0.00002446346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000734166,"threshold_uncertainty_score":0.003882706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05230054399938697,"score_gpt":0.3557344697941719,"score_spread":0.3034339257947849,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}