{"id":"W4388498194","doi":"10.1007/s43678-023-00604-0","title":"Evaluating the impact of pre-hospital trauma team activation criteria","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Trauma center; Emergency department; Emergency medicine; Logistic regression; Injury Severity Score; Severe trauma; Computed tomography; Retrospective cohort study; Internal medicine; Poison control; Injury prevention; Surgery","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":[0.01887196,0.0006196098,0.001197301,0.001406671,0.001085623,0.002483898,0.001604744,0.001089935,0.00472716],"category_scores_gemma":[0.1509751,0.0003061138,0.001791792,0.001498889,0.0006516851,0.001939028,0.001503801,0.002104123,0.0003354894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002671331,"about_ca_system_score_gemma":0.005992701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010888,"about_ca_topic_score_gemma":0.01769469,"domain_scores_codex":[0.9745384,0.0160112,0.002267921,0.0009955136,0.004846178,0.001340775],"domain_scores_gemma":[0.8356001,0.1298432,0.01542486,0.002663805,0.01035251,0.006115427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01619669,0.002732498,0.9053466,0.0005090993,0.001420443,0.0003227273,0.001149414,0.001494689,0.0003358776,0.0006424189,0.002619888,0.06722956],"study_design_scores_gemma":[0.001203616,0.0128308,0.9651988,0.0008773006,0.002483238,0.0007260637,0.004680181,0.007107907,0.0008497746,0.001165451,0.002787085,0.00008981106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936404,0.001289679,0.0004108168,0.001089195,0.0001498664,0.0002200819,0.0003433223,0.000008364333,0.002848315],"genre_scores_gemma":[0.9976738,0.0002957614,0.001020014,0.0001553907,0.00007132642,0.000118202,0.0003452552,0.00001130941,0.0003089333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887196,"threshold_uncertainty_score":0.09980565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1766588908314305,"score_gpt":0.4643807048456817,"score_spread":0.2877218140142512,"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."}}