{"id":"W4410438397","doi":"10.1136/tsaco-2024-001628","title":"‘How are we going to harm the next trauma patient?’ Trauma care providers’ perspective on potential harm to trauma patients","year":2025,"lang":"en","type":"article","venue":"Trauma Surgery & Acute Care Open","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Harm; Trauma care; Perspective (graphical); Medical emergency; Medicine; Psychology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006130638,0.0008761681,0.001283304,0.0007626282,0.002872484,0.0001885245,0.001722763,0.0005089758,0.0003472146],"category_scores_gemma":[0.0008117748,0.0007060916,0.000604552,0.001627199,0.0001632646,0.001008459,0.0006910946,0.001465873,0.0005115375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226115,"about_ca_system_score_gemma":0.0008410039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008405275,"about_ca_topic_score_gemma":0.001131588,"domain_scores_codex":[0.9928144,0.001337656,0.001397673,0.001517824,0.001265362,0.001667114],"domain_scores_gemma":[0.9939054,0.001085075,0.00082353,0.001526565,0.001784824,0.0008746585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00289454,0.0006231067,0.007808139,0.0005373668,0.0005322148,0.00005964778,0.3646259,0.0002128904,0.00005648717,0.0003708366,0.2237678,0.3985111],"study_design_scores_gemma":[0.00261485,0.0006383803,0.07487893,0.002623299,0.0003224821,0.000002085647,0.5771741,0.00001525098,0.001296942,0.00005821063,0.3395039,0.0008715369],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8581468,0.0006502866,0.000425193,0.08575965,0.006904783,0.01412938,0.001554822,0.0003348248,0.0320942],"genre_scores_gemma":[0.9737393,0.00006657634,0.000226508,0.01734719,0.0003159004,0.00285408,0.0005851843,0.0001372075,0.004728046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3976396,"threshold_uncertainty_score":0.999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09487531430538698,"score_gpt":0.4001132923002011,"score_spread":0.3052379779948141,"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."}}