{"id":"W3003002449","doi":"10.1177/0846537119888375","title":"Accuracy of Preoperative MDCT in Patients With Penetrating Abdominal and Pelvic Trauma","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital; Impact; McMaster University","funders":"","keywords":"Medicine; Laparotomy; Radiology; Multidetector computed tomography; Abdominal trauma; Computed tomography; Penetrating trauma; Laparoscopy; Gold standard (test); Cohort; Blunt; Internal medicine","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":[0.002505646,0.0003890512,0.0003612646,0.002748712,0.0002692827,0.001001234,0.0005923389,0.0004708882,0.001269385],"category_scores_gemma":[0.0202802,0.0002973809,0.0004444753,0.001012506,0.0005889017,0.0009867328,0.001011373,0.0004480554,0.0004085473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920364,"about_ca_system_score_gemma":0.0003139859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288441,"about_ca_topic_score_gemma":0.001929029,"domain_scores_codex":[0.9978122,0.0006108627,0.0004865816,0.0002831627,0.0005625375,0.0002447242],"domain_scores_gemma":[0.9906133,0.003160182,0.004082077,0.0006870732,0.001049422,0.000407921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006000874,0.00000772874,0.9960771,0.00001740457,0.00001658215,0.0001085496,0.00005782051,0.00007516976,0.0002021303,0.000009767509,0.00003722011,0.003330539],"study_design_scores_gemma":[0.000004091754,0.0001604911,0.9923148,0.00007390167,0.00006459701,0.004154938,0.0005460552,0.001461833,0.0007998616,0.00005200465,0.0003573285,0.00001022699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965366,0.00135637,0.0006622173,0.0001372926,0.0000254233,0.00001224211,0.0002259582,0.00002273726,0.001021197],"genre_scores_gemma":[0.9990457,0.0002481875,0.0004356015,0.00002085601,0.00002292597,0.000003287032,0.0001756072,0.000002680582,0.00004515616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002748712,"threshold_uncertainty_score":0.0132513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453686846821957,"score_gpt":0.2492711800610299,"score_spread":0.2347343115928104,"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."}}