{"id":"W4403925947","doi":"10.1016/j.jacr.2024.08.014","title":"ACR Appropriateness Criteria® Penetrating Torso Trauma","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Vancouver General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Torso; Appropriateness criteria; Medicine; Medical physics; Radiology; Anatomy","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":[0.001741736,0.0009969871,0.001051213,0.004509675,0.0009309039,0.001900907,0.0009133897,0.001395681,0.01721655],"category_scores_gemma":[0.01365783,0.0002310742,0.001123596,0.002712451,0.0006198389,0.0007574528,0.001043871,0.001742298,0.005421328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009259458,"about_ca_system_score_gemma":0.002635664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855122,"about_ca_topic_score_gemma":0.005858106,"domain_scores_codex":[0.9957283,0.0009137798,0.001009404,0.0002414287,0.001716946,0.000390077],"domain_scores_gemma":[0.9887937,0.001609952,0.002817427,0.0004231152,0.005293153,0.001062714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000759023,0.0001360124,0.145773,0.001289952,0.00035338,0.006312248,0.0001434619,0.001871019,0.003263825,0.00729834,0.6578681,0.1749317],"study_design_scores_gemma":[0.0005372161,0.0004962411,0.4383352,0.003909925,0.0005807917,0.05301893,0.000502558,0.007090094,0.002329219,0.01280499,0.4802159,0.0001790004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.09877876,0.1238023,0.04456686,0.04347887,0.01770139,0.002275984,0.0228209,0.003461443,0.6431135],"genre_scores_gemma":[0.7954098,0.04335899,0.04272963,0.01242008,0.01364729,0.002183249,0.03652285,0.0007952128,0.05293292],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01721655,"threshold_uncertainty_score":0.05759513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048999837806739,"score_gpt":0.3022528934919703,"score_spread":0.281762895113903,"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."}}