{"id":"W4405221447","doi":"10.1001/jama.2024.26244","title":"High-Flow Nasal Oxygen vs Noninvasive Ventilation in Patients With Acute Respiratory Failure","year":2024,"lang":"en","type":"letter","venue":"JAMA","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Acute respiratory failure; Noninvasive ventilation; Ventilation (architecture); Respiratory failure; Respiratory system; Anesthesia; Oxygen; Mechanical ventilation; Internal medicine","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":[0.004063237,0.0004435502,0.0008881438,0.0001633765,0.0001862222,0.0004761894,0.0003735657,0.0008661634,0.001474524],"category_scores_gemma":[0.005080172,0.0002142343,0.001569642,0.0001540891,0.0003894575,0.0004916975,0.000443034,0.0008807401,0.0001038839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950845,"about_ca_system_score_gemma":0.0009722688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006231861,"about_ca_topic_score_gemma":0.001399894,"domain_scores_codex":[0.9981732,0.001382068,0.0001138635,0.0001378271,0.0000979453,0.00009507046],"domain_scores_gemma":[0.997009,0.001677847,0.0008029154,0.0001081581,0.00006825515,0.0003338458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7421799,0.0112778,0.09498848,0.002782753,0.005177486,0.00008860257,0.0002563375,0.005638861,0.001942054,0.0007207898,0.0008975465,0.1340495],"study_design_scores_gemma":[0.3585972,0.4144469,0.1757584,0.0012201,0.00391202,0.0002055953,0.0003685866,0.03843521,0.001376128,0.002804571,0.002799551,0.00007572999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9940323,0.00378804,0.0005415544,0.0005376321,0.0001199676,0.0003506053,0.0001131592,0.000008117182,0.0005087525],"genre_scores_gemma":[0.9980514,0.0007161353,0.0004834499,0.0002100647,0.00009174718,0.000231882,0.00007959055,0.00000101277,0.000134851],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004063237,"threshold_uncertainty_score":0.02148867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009784904736896399,"score_gpt":0.2296899604718532,"score_spread":0.2199050557349568,"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."}}