{"id":"W4313313130","doi":"10.1097/ccm.0000000000005769","title":"Prognostic Factors Associated With Extubation Failure in Acutely Brain-Injured Patients: A Systematic Review and Meta-Analysis*","year":2022,"lang":"en","type":"review","venue":"Critical Care Medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Medicine; Mechanical ventilation; Odds ratio; Meta-analysis; Population; Cohort study; Internal medicine; Randomized controlled trial; Traumatic brain injury; Intensive care medicine; Emergency 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":[0.01651957,0.002656182,0.0187525,0.008741561,0.0006858527,0.003739547,0.002041895,0.002597457,0.002931132],"category_scores_gemma":[0.0546812,0.001549164,0.03219389,0.008960055,0.0008088205,0.001934817,0.001550541,0.001844133,0.0002725891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003255304,"about_ca_system_score_gemma":0.005196864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007553326,"about_ca_topic_score_gemma":0.01771123,"domain_scores_codex":[0.9867004,0.006093662,0.004435123,0.001041806,0.001343062,0.0003860436],"domain_scores_gemma":[0.9599727,0.02914326,0.007480192,0.000793668,0.002251712,0.0003584809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001216092,0.00002391884,0.004511979,0.5868711,0.3967037,0.0001126431,0.00008928936,0.0002909522,0.0001222229,0.00009611662,0.0005642115,0.009397703],"study_design_scores_gemma":[0.0006259155,0.0002673179,0.005728994,0.08169109,0.909573,0.0001385242,0.00005867325,0.0002019695,0.00009968728,0.0001783864,0.001404402,0.00003206761],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003994776,0.9945516,0.0002866566,0.0002163511,0.0001133653,0.0002988822,0.0003785053,0.00001494781,0.0001448736],"genre_scores_gemma":[0.1300775,0.8637799,0.002202715,0.0009820617,0.0002947843,0.001702953,0.0006780574,0.00002407742,0.000257939],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0187525,"threshold_uncertainty_score":0.08736485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1138208720632184,"score_gpt":0.3669376933273775,"score_spread":0.2531168212641591,"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."}}