{"id":"W4382011174","doi":"10.1001/jamainternmed.2023.2371","title":"Use of Mechanical Ventilation Across 3 Countries","year":2023,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Mechanical ventilation; Intensive care unit; Population; Cohort; Emergency medicine; Demography; Pediatrics; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005083705,0.0001225814,0.0003724385,0.0001451206,0.00003364014,0.00001274137,0.00009174902,0.0001155162,0.0007609478],"category_scores_gemma":[0.0007120723,0.0000884559,0.00008369413,0.0002678864,0.0001161795,0.0001620804,0.00006346572,0.0001900114,0.0001692862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003355279,"about_ca_system_score_gemma":0.00004051639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065126,"about_ca_topic_score_gemma":0.00001171838,"domain_scores_codex":[0.9985557,0.00002304282,0.0004590598,0.0001902316,0.0005288499,0.0002431506],"domain_scores_gemma":[0.9990781,0.0001475192,0.0001516565,0.0002521033,0.0002162814,0.0001543523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006188089,0.00023889,0.1370965,0.0009445416,0.0005361183,0.002107746,0.004362411,0.00001578544,0.604724,0.009543177,0.1488552,0.08538759],"study_design_scores_gemma":[0.00447872,0.002863957,0.122022,0.001979569,0.0001845603,0.0002383519,0.001291088,0.001378966,0.2709611,0.0007620098,0.5936304,0.0002092293],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926542,0.00006403412,0.002298691,0.003005105,0.001047805,0.0002181859,0.00001669631,0.000117575,0.0005776837],"genre_scores_gemma":[0.9916134,0.00008759138,0.0002489167,0.001551149,0.0006129936,0.00001104015,0.00005250875,0.00002285256,0.005799487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4447752,"threshold_uncertainty_score":0.8331845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06940355215961731,"score_gpt":0.3566352491606684,"score_spread":0.2872316970010511,"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."}}