{"id":"W4200509753","doi":"10.1016/s2214-109x(21)00485-x","title":"Geoeconomic variations in epidemiology, ventilation management, and outcomes in invasively ventilated intensive care unit patients without acute respiratory distress syndrome: a pooled analysis of four observational studies","year":2021,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Wellcome Trust","keywords":"Observational study; Medicine; Intensive care unit; Epidemiology; Respiratory distress; Intensive care medicine; Mechanical ventilation; Acute respiratory distress; Emergency medicine; Ventilation (architecture); Internal medicine; Anesthesia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0321148,0.001465555,0.004967003,0.009307466,0.0003703451,0.002648631,0.001198539,0.001126255,0.0008429547],"category_scores_gemma":[0.0392094,0.0008087337,0.01458394,0.01087926,0.0005710068,0.001097243,0.002105681,0.0005120582,0.0001213715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000820871,"about_ca_system_score_gemma":0.001120752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003594579,"about_ca_topic_score_gemma":0.003384563,"domain_scores_codex":[0.9700488,0.01628149,0.008135529,0.002733146,0.002145407,0.0006554754],"domain_scores_gemma":[0.9540617,0.01916126,0.01775756,0.005609949,0.00288306,0.000526406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003186203,0.00006402245,0.6686233,0.006318325,0.3111467,0.000167845,0.0002675934,0.001259793,0.0003955091,0.0001571797,0.0005476052,0.007865889],"study_design_scores_gemma":[0.000654894,0.0007137897,0.7179958,0.001988214,0.2733058,0.0003978947,0.0007026798,0.001259806,0.0004315276,0.0004893653,0.001957612,0.0001026624],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8205078,0.1576631,0.006884882,0.0004978493,0.0001897315,0.000601261,0.01236602,0.00009572756,0.001193677],"genre_scores_gemma":[0.98345,0.008691244,0.002230049,0.0001948261,0.0000953796,0.0004694171,0.004780173,0.0000205722,0.00006828744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0321148,"threshold_uncertainty_score":0.1698413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717365185112016,"score_gpt":0.4270379937309522,"score_spread":0.2553014752197507,"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."}}