{"id":"W2946227484","doi":"10.4187/respcare.06735","title":"Noninvasive Respiratory Support in Acute Hypoxemic Respiratory Failure","year":2019,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; COPD; Intensive care medicine; Intubation; Respiratory failure; Noninvasive ventilation; Ventilation (architecture); Respiratory system; Mechanical ventilation; Acute respiratory failure; Pulmonary edema; Anesthesia; Internal medicine; Lung","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001504963,0.002797715,0.008188484,0.003334193,0.0002723175,0.0001804838,0.001572176,0.003808412,0.001458871],"category_scores_gemma":[0.0003446272,0.00252327,0.003126173,0.002290159,0.0003682624,0.0005760873,0.000681614,0.004273778,0.005435331],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002798988,"about_ca_system_score_gemma":0.01427494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001020437,"about_ca_topic_score_gemma":0.0001007946,"domain_scores_codex":[0.987184,0.00106911,0.003881287,0.003373566,0.002109507,0.002382547],"domain_scores_gemma":[0.9912254,0.000360932,0.00178629,0.004425407,0.0008661163,0.001335825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002888435,0.0003711191,0.001392533,0.07667798,0.001706947,0.02356698,0.0009459165,0.000002310483,0.00133115,0.0003334086,0.04788369,0.8454991],"study_design_scores_gemma":[0.003189049,0.002280391,0.00004372795,0.0150268,0.003940693,0.0003972314,0.0007878669,1.034889e-7,0.0008860231,0.000009711337,0.9712103,0.002228083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001031331,0.9788681,0.00000883919,0.00002600251,0.00182029,0.00682754,0.0006205093,0.0004917442,0.01030566],"genre_scores_gemma":[0.0001353225,0.9761045,0.0002618534,0.01342518,0.002443621,0.001900821,0.00105523,0.001411896,0.003261604],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9233266,"threshold_uncertainty_score":0.9994539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07453047123529488,"score_gpt":0.3591392889519376,"score_spread":0.2846088177166427,"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."}}