{"id":"W3152732721","doi":"10.1097/sla.0000000000004904","title":"Optimizing Trauma Systems","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Major trauma; Healthcare system; Geospatial analysis; Medical emergency; Emergency medicine; Health care","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":[0.002323227,0.001073078,0.0006230373,0.0008023477,0.0006795676,0.002105447,0.001368086,0.0007462277,0.00587749],"category_scores_gemma":[0.007701658,0.0006345269,0.0007625965,0.000996751,0.0005626045,0.001484766,0.001764235,0.0009495278,0.0007126762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003596918,"about_ca_system_score_gemma":0.005237395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01248423,"about_ca_topic_score_gemma":0.01379898,"domain_scores_codex":[0.9980773,0.0008903182,0.0001002473,0.000358898,0.0003857523,0.0001874942],"domain_scores_gemma":[0.9977597,0.000779338,0.0004812669,0.0002095016,0.0006470457,0.0001231528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003109514,0.00004149153,0.003630303,0.0001181513,0.00004584423,0.00004305296,0.00004452471,0.9674621,0.0003481001,0.01039888,0.001515686,0.01632084],"study_design_scores_gemma":[0.00003748055,0.0002029881,0.002667743,0.0001217836,0.00004778544,0.00006660019,0.0002567396,0.9665548,0.000885502,0.01723167,0.0119037,0.00002324492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1836419,0.001547123,0.7406446,0.003409682,0.0003238774,0.001585618,0.004325466,0.001193859,0.0633277],"genre_scores_gemma":[0.8108579,0.000925897,0.1784374,0.000332529,0.00005392063,0.0006470159,0.001945842,0.0002158632,0.006583551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01248423,"threshold_uncertainty_score":0.0260976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3651929060584316,"score_gpt":0.3763975385013475,"score_spread":0.01120463244291592,"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."}}