{"id":"W3151885304","doi":"10.4021/jcs87w","title":"Gallstone Ileus: Diagnostic and Surgical Dilemma","year":2012,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Biliary and Gastrointestinal Fistulas","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gallstone ileus; Bowel obstruction; Surgery; Incidence (geometry); General surgery; Concomitant; Cholecystectomy; Medical record; Fistula","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009211683,0.0001247203,0.0004538367,0.0001522897,0.00003619905,0.00001215463,0.00003569528,0.0000392181,0.0001643919],"category_scores_gemma":[0.001814805,0.00008905651,0.000219613,0.0001109083,0.00008549572,0.000249566,0.00002727738,0.0004068218,0.00001901558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002993323,"about_ca_system_score_gemma":0.0000829592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001087119,"about_ca_topic_score_gemma":1.495326e-7,"domain_scores_codex":[0.9987158,0.00007657785,0.0005181625,0.00007764073,0.0003261896,0.0002856846],"domain_scores_gemma":[0.996888,0.00213546,0.0002581534,0.00009946821,0.0001468246,0.0004720337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002671284,0.0006341658,0.9660257,0.0001368844,0.00003630052,0.0004038711,0.00004630142,5.228187e-7,0.0001056449,0.0001225393,0.01387202,0.01834896],"study_design_scores_gemma":[0.0007686707,0.000255488,0.7982336,0.00120445,0.0002076664,0.02058028,0.00002474039,0.000005876429,0.0002201025,0.00006526257,0.1783034,0.0001304162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862887,0.01107121,0.00007484249,0.0008981905,0.001453386,0.00005795591,0.00000271562,0.000009739403,0.0001432236],"genre_scores_gemma":[0.9967577,0.001191375,0.0001227587,0.00005490432,0.001811785,0.000001239413,0.000003553904,0.00001138177,0.00004529459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.167792,"threshold_uncertainty_score":0.3631619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04998062420185314,"score_gpt":0.3200998793431691,"score_spread":0.270119255141316,"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."}}