{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004464325,0.0002065362,0.0005561886,0.0001796078,0.00005441638,0.000006372523,0.0001219679,0.0002446097,0.0001578965],"category_scores_gemma":[0.001946678,0.0001661671,0.0001376802,0.0002026373,0.0003198823,0.00009658782,0.00003393026,0.0002360742,0.00001524349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001481545,"about_ca_system_score_gemma":0.0006122516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004441038,"about_ca_topic_score_gemma":0.00001370342,"domain_scores_codex":[0.9982755,0.00004699466,0.0004624496,0.000318331,0.0005002819,0.0003964078],"domain_scores_gemma":[0.9974154,0.0001942488,0.00007710911,0.0003718354,0.001341929,0.0005994719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003188316,0.0003460962,0.0221163,0.004392071,0.0003667341,0.001898054,0.0115054,0.000004517022,0.7986429,0.03203443,0.1105736,0.01493158],"study_design_scores_gemma":[0.01820977,0.01614801,0.0017261,0.00173219,0.003446527,0.0008930304,0.05389786,0.0000668057,0.5194286,0.007098239,0.3766527,0.0007000933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151172,0.004588218,0.05397804,0.01524875,0.001593984,0.002279536,0.0001566388,0.0002465027,0.006791144],"genre_scores_gemma":[0.9903036,0.000003313019,0.005780765,0.002465788,0.0009595012,0.00007579805,0.0001273353,0.00004451848,0.0002393237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2792143,"threshold_uncertainty_score":0.6776097,"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."}}