{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002871315,0.0001306028,0.0003454139,0.0001772239,0.0001030298,0.000001297461,0.00004579079,0.00004811719,0.0005498626],"category_scores_gemma":[0.0004453503,0.00009286609,0.0000579924,0.0001594689,0.0001509455,0.00007081056,0.000007444234,0.00008698102,0.000006139931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001664474,"about_ca_system_score_gemma":0.00008865653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002885611,"about_ca_topic_score_gemma":0.00006467018,"domain_scores_codex":[0.9990575,0.00005693279,0.0003563023,0.000186392,0.0002124788,0.000130386],"domain_scores_gemma":[0.9992989,0.0001071194,0.0001278548,0.0001946258,0.0001794751,0.00009198993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003895086,0.0006383733,0.1507556,0.0003964703,0.0003833249,4.322252e-7,0.1376884,8.703609e-7,0.008074123,0.002389718,0.01410451,0.6851786],"study_design_scores_gemma":[0.001134691,0.005363415,0.9450666,0.00024635,0.000231793,0.000009893713,0.03090679,0.000007467407,0.01369431,0.0002437866,0.002981252,0.0001136178],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9058318,0.0001985764,0.000007284717,0.001361685,0.0008259056,0.0002180473,0.000001919922,0.00002360111,0.09153122],"genre_scores_gemma":[0.9972412,0.00006441223,0.0000940851,0.0001171637,0.0003452138,0.00002507376,0.00001641093,0.00001377279,0.002082688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.794311,"threshold_uncertainty_score":0.602061,"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."}}