{"id":"W2782326997","doi":"10.1002/aet2.10082","title":"Effect of an Emergency Medicine Resident as Team Leader on Outcomes of Trauma Team Activations","year":2018,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Health and Wellness; Government of Nova Scotia; Nova Scotia Health Authority; Dalhousie University","funders":"Faculty of Medicine, Dalhousie University","keywords":"Medicine; Emergency medicine; Logistic regression; Intensive care unit; Confounding; Univariate analysis; Retrospective cohort study; Medical emergency; Multivariate analysis; Surgery; Intensive care medicine; 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":[0.002016683,0.0002138205,0.0002134497,0.0005269244,0.000436245,0.000866679,0.0005715679,0.0004951584,0.00277648],"category_scores_gemma":[0.01646595,0.0001451378,0.0003619841,0.0004318959,0.0003956463,0.0005812913,0.0009569797,0.0007753844,0.0002424607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161844,"about_ca_system_score_gemma":0.001578442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007055349,"about_ca_topic_score_gemma":0.009122116,"domain_scores_codex":[0.9978678,0.0008296162,0.0001982677,0.0002673623,0.0003962358,0.000440576],"domain_scores_gemma":[0.9824363,0.002796812,0.009770105,0.000332274,0.001119169,0.003545332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005110148,0.0001334687,0.9952212,0.00002969953,0.0000583352,0.0001081667,0.0001198385,0.0000711648,0.00005758315,0.00002159253,0.0003071079,0.003360802],"study_design_scores_gemma":[0.00002457812,0.0004571872,0.9984574,0.00004744148,0.00004000143,0.0002073104,0.0003841639,0.0001589836,0.00003727331,0.00001644931,0.0001655441,0.000003575541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998508,0.0003264023,0.00005109757,0.0003117133,0.00003334773,0.0000107284,0.00008392816,0.00000370313,0.0006710874],"genre_scores_gemma":[0.999549,0.00009864434,0.00004512827,0.00003908317,0.00003766511,0.000008439256,0.00007555285,0.000002159182,0.0001442687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007055349,"threshold_uncertainty_score":0.01402855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05867438878187824,"score_gpt":0.4147028982025397,"score_spread":0.3560285094206615,"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."}}