{"id":"W3131041151","doi":"10.1186/s13017-021-00350-7","title":"Trauma quality indicators: internationally approved core factors for trauma management quality evaluation","year":2021,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Quality (philosophy); Quality management; Trauma care; Core (optical fiber); Operations management; Risk analysis (engineering); Medical emergency; Management system; Computer science; Engineering","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":[0.06480656,0.002263554,0.005642907,0.02336914,0.001287751,0.004904095,0.003105362,0.001672107,0.004224465],"category_scores_gemma":[0.09811426,0.0007797215,0.005960592,0.02477423,0.002270964,0.003467252,0.004001382,0.00382981,0.0009735851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023651,"about_ca_system_score_gemma":0.0317056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00794653,"about_ca_topic_score_gemma":0.006153974,"domain_scores_codex":[0.9164237,0.02945172,0.02544945,0.002864752,0.02433804,0.001472256],"domain_scores_gemma":[0.913176,0.03195315,0.0206943,0.002772184,0.03011501,0.00128934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004112813,0.0002706919,0.01934747,0.1609627,0.002444567,0.00009483579,0.001026693,0.001367435,0.0005063259,0.0218372,0.0452944,0.7464363],"study_design_scores_gemma":[0.0004807955,0.0007042528,0.08851819,0.3869303,0.006760585,0.0007986008,0.002119703,0.002971709,0.002416413,0.01851121,0.4894929,0.0002953168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006712454,0.8710932,0.05369107,0.01125306,0.003401436,0.01643106,0.01557454,0.0006709123,0.02117225],"genre_scores_gemma":[0.1159206,0.5862781,0.2231398,0.004344857,0.001049562,0.0393725,0.02736536,0.0003172579,0.002211885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06480656,"threshold_uncertainty_score":0.3427339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.364275507548409,"score_gpt":0.4875554953681634,"score_spread":0.1232799878197544,"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."}}