{"id":"W1553987160","doi":"10.1186/1471-2482-14-112","title":"Quality improvement practices used by teaching versus non-teaching trauma centres: analysis of a multinational survey of adult trauma centres in the United States, Canada, Australia, and New Zealand","year":2014,"lang":"en","type":"article","venue":"BMC Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Audit; Triage; Major trauma; Trauma care; Teaching hospital; Quality management; Emergency medicine; Family medicine; Medical emergency; Service (business)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002136626,0.0002747304,0.0003502703,0.001190081,0.0004698482,0.0007762504,0.0007495371,0.0004307432,0.0006753313],"category_scores_gemma":[0.007186184,0.0002810299,0.0003809495,0.002641277,0.0008130101,0.0005308156,0.001022236,0.0005610436,0.0001204595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00338768,"about_ca_system_score_gemma":0.002461296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3267127,"about_ca_topic_score_gemma":0.3019017,"domain_scores_codex":[0.9973822,0.0007309202,0.000382402,0.0003385924,0.0007781139,0.0003877633],"domain_scores_gemma":[0.9886895,0.001206298,0.005910674,0.0003618536,0.001583571,0.002248049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002447464,0.00001945046,0.9990069,0.000007858051,0.0000163593,0.00001163814,0.0002631806,0.00001442929,0.00003574888,0.000002820461,0.00005579954,0.000541338],"study_design_scores_gemma":[0.000002176787,0.00003033525,0.9994147,0.00000422017,0.000003070561,0.00001500604,0.0004250656,0.00005681208,0.00001009626,8.492588e-7,0.00003607127,0.000001527949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993762,0.0001305488,0.00003541054,0.00005896819,0.00000211955,0.0000132517,0.0002524478,0.000002438652,0.0001286297],"genre_scores_gemma":[0.9995253,0.00008108632,0.00005786347,0.00003761709,0.000002191305,0.00001194952,0.0002436115,0.000001191699,0.00003922862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3267127,"threshold_uncertainty_score":0.649622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000318255261324,"score_gpt":0.3622793202210248,"score_spread":0.2622474946948924,"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."}}