{"id":"W4365452926","doi":"10.1002/oto2.48","title":"Tracheostomy Outcomes on Trauma Patients","year":2023,"lang":"en","type":"article","venue":"OTO Open","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Minority Health and Health Disparities; National Institutes of Health","keywords":"Medicine; Trauma center; Mann–Whitney U test; Intubation; Retrospective cohort study; Surgery; Percutaneous; Exact test; Demographics; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000840599,0.00009172209,0.0001887642,0.00005981715,0.00005394185,0.00002565904,0.0001599275,0.00004232231,0.0005921308],"category_scores_gemma":[0.00006099899,0.00006645723,0.00006093245,0.0001769948,0.00001370801,0.00006771417,0.00005615929,0.00009614331,0.002869669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001796638,"about_ca_system_score_gemma":0.00001729007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053276,"about_ca_topic_score_gemma":0.00001514888,"domain_scores_codex":[0.9993317,0.00001370328,0.0001222253,0.0001768959,0.0001716437,0.0001838972],"domain_scores_gemma":[0.9996309,0.00004099445,0.00002411482,0.0001868745,0.00001967623,0.00009746625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002398511,0.0007610154,0.7158558,0.00004105769,0.00005607981,0.00003575091,0.000503459,0.000004174119,0.00005775707,0.0005849855,0.04829868,0.2335613],"study_design_scores_gemma":[0.002044905,0.0003383257,0.9349261,0.00002877804,0.0000155358,5.529114e-7,0.0001274442,0.00001186546,0.0002553493,0.0001101141,0.06205796,0.00008308981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055557,0.000004349612,7.673592e-7,0.003833688,0.0001031828,0.0006788701,0.00001855377,0.00009303843,0.08971184],"genre_scores_gemma":[0.9805764,0.000003366196,0.00006073707,0.001347829,0.00002191409,0.00006668331,0.000119211,0.00001987706,0.01778398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2334782,"threshold_uncertainty_score":0.9979067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631947587142847,"score_gpt":0.3488184049659887,"score_spread":0.3024989290945602,"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."}}