{"id":"W4401016356","doi":"10.1007/s00330-024-10979-y","title":"Sigmoid volvulus—Can CT features predict outcomes and recurrence?","year":2024,"lang":"en","type":"article","venue":"European Radiology","topic":"Intestinal Malrotation and Obstruction Disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Neuroradiology; Interventional radiology; Sigmoid volvulus; Radiology; Sigmoid function; Sigmoid colon; Ultrasound; Surgery; Artificial intelligence; Neurology; Rectum","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":[0.0001813163,0.0001228682,0.0001785611,0.0001294017,0.00005352173,0.00002685182,0.00005571369,0.00002000796,0.0002318908],"category_scores_gemma":[0.0003708211,0.00009227628,0.00005762783,0.000114371,0.0001709151,0.00003309886,0.00002719595,0.0002605314,0.0001459544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001786846,"about_ca_system_score_gemma":0.00003208046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006890026,"about_ca_topic_score_gemma":0.000003707791,"domain_scores_codex":[0.9991763,0.0001458835,0.0001713717,0.0002669977,0.00007643339,0.0001630439],"domain_scores_gemma":[0.9995925,0.0001188477,0.00002600117,0.0001307015,0.00003328926,0.00009864135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002902384,0.0001094913,0.3828475,0.0005450923,0.0004581616,0.004036485,0.003185536,0.00003150278,0.002208967,0.03282221,0.2168344,0.3566304],"study_design_scores_gemma":[0.0006584761,0.0004147726,0.8642653,0.00009698518,0.00006492115,0.004545308,0.0002536202,0.0002316104,0.00005950073,0.0003839351,0.1288786,0.0001469853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9003319,0.004104073,0.0002486993,0.009143393,0.001762475,0.0003028519,0.00001791947,0.0004833464,0.08360537],"genre_scores_gemma":[0.9904541,0.0001402144,0.000466725,0.001440628,0.000207058,0.000004250763,0.00002903325,0.0000263647,0.007231568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814179,"threshold_uncertainty_score":0.3762917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226035259020062,"score_gpt":0.2648732658015624,"score_spread":0.2526129132113618,"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."}}