{"id":"W4410119846","doi":"10.1016/j.injury.2025.112414","title":"Impact of the rural trauma team development course in Southwestern Ontario: change in practice and course evaluation","year":2025,"lang":"en","type":"article","venue":"Injury","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Victoria Hospital; Lawson Health Research Institute; London Health Sciences Centre","funders":"","keywords":"Course (navigation); Medical education; Psychology; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004209825,0.00009506094,0.0001821938,0.0000777444,0.00003018983,0.000003864079,0.00004374865,0.00004929879,0.00004005246],"category_scores_gemma":[0.00008071799,0.00006399847,0.00004040971,0.0001946691,0.00004440691,0.00008476405,0.00003639562,0.0001556989,0.000001714818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002997008,"about_ca_system_score_gemma":0.0005960636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02715209,"about_ca_topic_score_gemma":0.1479512,"domain_scores_codex":[0.9992369,0.00006064542,0.0002382991,0.0001105808,0.000215654,0.0001379643],"domain_scores_gemma":[0.9996409,0.00003700324,0.00006327073,0.0001334712,0.0001019956,0.00002328846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002232452,0.0002195337,0.8471203,0.00001998401,0.00007702904,0.000001742416,0.0172124,0.000001637153,0.0001025321,0.000007022819,0.000278604,0.1347359],"study_design_scores_gemma":[0.001151426,0.0001152673,0.9948357,0.0003215229,0.000148163,0.000003522029,0.00274678,0.00001963477,0.00009616034,0.00001694537,0.000487581,0.0000572812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938571,0.0009243852,4.691654e-7,0.0008096327,0.0002294585,0.0005650896,0.000004925234,0.000006280718,0.003602595],"genre_scores_gemma":[0.999523,0.0000336946,0.00004106399,0.0001399402,0.00002113934,0.00006826931,0.000004876526,0.000004714957,0.0001632386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1477154,"threshold_uncertainty_score":0.9793262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03677730407071309,"score_gpt":0.3903132994639692,"score_spread":0.3535359953932561,"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."}}