{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009899226,0.0004093896,0.0004644381,0.001590814,0.0004574877,0.0009781072,0.0005780716,0.0003382388,0.001323005],"category_scores_gemma":[0.003071405,0.000266742,0.001113372,0.003211187,0.0003887581,0.0005606597,0.001340632,0.0004251492,0.0001712305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001133415,"about_ca_system_score_gemma":0.001520507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1220845,"about_ca_topic_score_gemma":0.1137345,"domain_scores_codex":[0.9985918,0.0003607405,0.0002289595,0.000330016,0.0002401971,0.0002482049],"domain_scores_gemma":[0.9967468,0.000317402,0.001955389,0.000165193,0.0004814629,0.0003337513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003001659,0.000006184197,0.9964281,0.00004269905,0.0001614711,0.00008268385,0.0001465649,0.000154607,0.00005347332,0.00008773592,0.0003977836,0.002408654],"study_design_scores_gemma":[0.000005663146,0.00001637495,0.9983006,0.00006859092,0.0000552219,0.000238352,0.0003226176,0.0001991608,0.00004768485,0.00002880462,0.0007115366,0.000005485497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983807,0.002134405,0.0006308297,0.0003544244,0.00002506635,0.00006028498,0.01033306,0.00002445173,0.002630506],"genre_scores_gemma":[0.9951482,0.0008407019,0.0006320872,0.0001096449,0.00001237247,0.000044674,0.003019072,0.000005692796,0.0001875927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1220845,"threshold_uncertainty_score":0.2427478,"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."}}