{"id":"W3162598132","doi":"10.1148/rg.2021200181","title":"CT of Penetrating Abdominopelvic Trauma","year":2021,"lang":"en","type":"article","venue":"Radiographics","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital","funders":"National Institute of Biomedical Imaging and Bioengineering; National Institutes of Health","keywords":"Medicine; Penetrating trauma; Radiology; Abdomen; Focused assessment with sonography for trauma; Penetrating wounds; Surgery; Blunt; Abdominal trauma","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":[],"consensus_categories":[],"category_scores_codex":[0.00013696,0.00009659314,0.0002372207,0.0002164657,0.00003933574,0.00001483433,0.00005921145,0.00003233545,0.0001493849],"category_scores_gemma":[0.00007196631,0.00009317484,0.0002265892,0.0008241331,0.00006438298,0.00005673108,0.00001996414,0.000113972,0.000006123191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007875723,"about_ca_system_score_gemma":0.00003358517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002727913,"about_ca_topic_score_gemma":0.00003572286,"domain_scores_codex":[0.9991665,0.00002605213,0.0002323436,0.0001843951,0.000225598,0.0001650808],"domain_scores_gemma":[0.9993951,0.00009625726,0.00006046491,0.0002856158,0.00008210546,0.00008047557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004344089,0.0004962281,0.9348735,0.0004216417,0.000339125,0.0005540284,0.0002197369,0.00001020366,0.003637054,0.008680346,0.004650427,0.04607423],"study_design_scores_gemma":[0.002275667,0.0001908718,0.9600074,0.000191348,0.0004045107,0.0001258412,0.0004790938,0.0001771501,0.02408682,0.0003678313,0.01151354,0.0001798925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637781,0.002048564,0.0001193924,0.0005802512,0.0001299842,0.0001334609,0.000003843284,0.00004998034,0.03315644],"genre_scores_gemma":[0.9960169,0.0005655286,0.002693976,0.0002866377,0.00008135446,0.000007535104,0.00002307729,0.00001516336,0.0003097991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04589434,"threshold_uncertainty_score":0.379956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02537014579681372,"score_gpt":0.2736891977608168,"score_spread":0.2483190519640031,"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."}}