{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002058358,0.0001573522,0.0002136073,0.000670052,0.0003527186,0.0004996072,0.0001969762,0.0002042606,0.00222156],"category_scores_gemma":[0.00208966,0.00009107208,0.0002767844,0.0008381383,0.0002005728,0.0003361053,0.0004958851,0.0003570171,0.0001502269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004284191,"about_ca_system_score_gemma":0.000322004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713504,"about_ca_topic_score_gemma":0.003103945,"domain_scores_codex":[0.9996554,0.00006354522,0.00004711929,0.00005892271,0.00008927772,0.00008582186],"domain_scores_gemma":[0.9983851,0.0001824079,0.001038228,0.00003364683,0.0001375527,0.0002231405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000282169,0.00001534991,0.9976362,0.0000133699,0.00001706441,0.0004330608,0.00007185812,0.00003458318,0.00009758669,0.00001348379,0.0001428925,0.001496301],"study_design_scores_gemma":[0.000003015662,0.0001016437,0.9978897,0.00002044332,0.00001076735,0.001267482,0.0003662397,0.0001012065,0.00006766245,0.00001215252,0.0001564944,0.000003030617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986973,0.0002514971,0.00003198058,0.00006066538,0.000005494527,0.00001186032,0.0003442116,0.000002701795,0.0005942666],"genre_scores_gemma":[0.9995173,0.0001137016,0.00002250165,0.00002103442,0.000008424628,0.000008432184,0.0002604075,6.913087e-7,0.00004752455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002713504,"threshold_uncertainty_score":0.007431865,"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."}}