{"id":"W3010964626","doi":"10.1177/0846537120905301","title":"Dual-Energy CT: A Paradigm Shift in Acute Traumatic Abdomen","year":2020,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Blunt; Hemoperitoneum; Abdominal trauma; Abdomen; Radiology; Blunt trauma; Focused assessment with sonography for trauma; Major trauma; Penetrating trauma; Computed tomography; Stab wound; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.000487888,0.0003808391,0.001682599,0.0006016931,0.00008347064,0.00006693332,0.0003340408,0.0002560804,0.00005785291],"category_scores_gemma":[0.0001965236,0.0003774774,0.000376936,0.0005189806,0.00003411702,0.0001897237,0.0000109189,0.001055667,0.0000217478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004663266,"about_ca_system_score_gemma":0.0008347388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005977119,"about_ca_topic_score_gemma":0.009365485,"domain_scores_codex":[0.9976958,0.0002219808,0.001036453,0.0001991301,0.0002126083,0.0006340216],"domain_scores_gemma":[0.9984317,0.0002371147,0.0006620242,0.0001596043,0.00002358429,0.0004860043],"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":[0.000002399381,0.00001428694,0.0001501138,0.001897425,0.001366029,0.001902154,0.0005443675,0.002535138,2.704415e-7,0.002064107,0.008428174,0.9810956],"study_design_scores_gemma":[0.0002880825,0.00002527119,0.0001301774,0.001715455,0.0002663516,0.0005821984,0.00002322167,0.0003191834,1.727703e-7,0.001582047,0.994687,0.0003808121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001495665,0.9957734,0.001648882,0.0003629184,0.0006772797,0.0001740992,0.0001777734,0.00005257985,0.001118137],"genre_scores_gemma":[0.002726116,0.9964472,0.0002022541,0.00007629418,0.0003046838,0.00002465725,0.00006994385,0.00006564116,0.00008320161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9862589,"threshold_uncertainty_score":0.9998677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01779248806301678,"score_gpt":0.2624004506761072,"score_spread":0.2446079626130904,"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."}}