{"id":"W4406884606","doi":"10.1007/s00261-025-04814-1","title":"Combining clinical and radiological features improves prediction of bowel ischemia in patients with CT findings of pneumatosis intestinalis","year":2025,"lang":"en","type":"article","venue":"Abdominal Radiology","topic":"Abdominal vascular conditions and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vitalité Health Network; Hôpital Notre-Dame","funders":"","keywords":"Pneumatosis intestinalis; Medicine; Hepatology; Radiological weapon; Internal medicine; Pneumatosis Cystoides Intestinalis; Radiology; Gastroenterology","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":[0.0007594784,0.0008252619,0.001091049,0.001077969,0.0003910567,0.001104234,0.0003395995,0.001072409,0.001394193],"category_scores_gemma":[0.003928492,0.0003122476,0.0006498348,0.0006364608,0.0003542331,0.0009832812,0.0006107303,0.0009821693,0.0003927368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001824771,"about_ca_system_score_gemma":0.0002223858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007524098,"about_ca_topic_score_gemma":0.001372989,"domain_scores_codex":[0.9994878,0.0001701344,0.00007732182,0.00009377692,0.0001065519,0.00006449904],"domain_scores_gemma":[0.9977107,0.0009314814,0.0006145102,0.00009308344,0.0001837005,0.0004664557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009693606,0.000165979,0.9926415,0.00001832884,0.00008608588,0.0001584133,0.00001964057,0.0001518551,0.0005588895,0.000009777799,0.0001294188,0.005090749],"study_design_scores_gemma":[0.00004389557,0.0009344504,0.9937664,0.00003173546,0.0001862766,0.001237091,0.0001621339,0.002732757,0.0005330318,0.0001057596,0.000250225,0.00001620306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963813,0.001392512,0.0003032956,0.0002389389,0.00006108737,0.00001442537,0.0001158842,0.00002275988,0.001469822],"genre_scores_gemma":[0.9990618,0.000232055,0.0002731674,0.00005020503,0.00006057534,0.00000315882,0.0001500645,0.000002424246,0.0001665462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001394193,"threshold_uncertainty_score":0.004664004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00887342861432869,"score_gpt":0.2679322599336506,"score_spread":0.2590588313193219,"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."}}