{"id":"W4385330034","doi":"10.1007/s12630-023-02539-7","title":"Tracheostomy versus prolonged intubation in moderate to severe traumatic brain injury: a multicentre retrospective cohort study","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Université Laval; University of Manitoba; Research Institute in Oncology and Hematology; The Quebec Population Health Research Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Glasgow Coma Scale; Mechanical ventilation; Retrospective cohort study; Intensive care unit; Traumatic brain injury; Intubation; Injury Severity Score; Emergency medicine; Glasgow Outcome Scale; Population; Trauma center; Propensity score matching; Cohort; Cohort study; Poison control; Anesthesia; Intensive care medicine; Injury prevention; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00178374,0.0004037438,0.0005803248,0.0007422397,0.0008416288,0.0008299098,0.0008869586,0.0008214195,0.001522951],"category_scores_gemma":[0.00405799,0.0003732731,0.001048296,0.001792182,0.0004388069,0.0005422927,0.0006020514,0.0007533872,0.0001433444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002481469,"about_ca_system_score_gemma":0.002333975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1242843,"about_ca_topic_score_gemma":0.1428373,"domain_scores_codex":[0.9985217,0.0003643754,0.0001737625,0.0004109732,0.0002422667,0.0002869568],"domain_scores_gemma":[0.9966618,0.0003888212,0.001837761,0.0002461117,0.0003751653,0.0004903102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003543722,0.00003067986,0.9984534,0.00002184635,0.0001967766,0.0001238117,0.0000563547,0.00003244843,0.00006998195,0.00001849942,0.0001767138,0.000465185],"study_design_scores_gemma":[0.00004266968,0.0001805776,0.9985947,0.00002881201,0.0001237055,0.0002715873,0.0001752518,0.0003033785,0.00001931548,0.00001744288,0.000232004,0.00001054836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977359,0.000681216,0.0001031958,0.00008839549,0.00001580976,0.0000414463,0.001134695,0.000002573551,0.0001967284],"genre_scores_gemma":[0.99897,0.0001627083,0.00009277191,0.00007595943,0.00001457995,0.00003380044,0.0005589596,0.000002119222,0.00008911669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1242843,"threshold_uncertainty_score":0.2471218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194343257241697,"score_gpt":0.2673209734550583,"score_spread":0.2478866477308886,"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."}}