{"id":"W4409905799","doi":"10.1097/sla.0000000000006744","title":"Management of Bile Leak Post Minimally Invasive Subtotal Cholecystectomy","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; St Joseph's Health Centre; University of Toronto","funders":"","keywords":"Medicine; Cholecystectomy; Leak; Gallbladder; Bile duct; Bile leak; Surgery; Cholangiography; General surgery; Complication; Cystic duct","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":[0.0002794176,0.0001255743,0.0004441684,0.0003421074,0.00002131139,0.0000050549,0.0000835966,0.00006241981,0.0001632621],"category_scores_gemma":[0.0001165444,0.0001112048,0.00029774,0.0004378959,0.0001105658,0.00006132197,0.00006274801,0.00007536369,0.00001335009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005752939,"about_ca_system_score_gemma":0.0001715878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008848208,"about_ca_topic_score_gemma":0.00001360439,"domain_scores_codex":[0.9988793,0.00002731252,0.000432511,0.0001974926,0.0002382864,0.0002251538],"domain_scores_gemma":[0.9989825,0.0001990435,0.0001256501,0.0002958015,0.0003389261,0.00005808361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004023422,0.004054895,0.5727683,0.01676624,0.005031886,0.0008785217,0.0009113246,0.00001693055,0.07812192,0.001982103,0.2353445,0.08009999],"study_design_scores_gemma":[0.001378169,0.000221583,0.8416758,0.001883235,0.0001893479,0.00001164452,0.00216182,0.000003281304,0.1458091,0.0002452424,0.006220568,0.0002003008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718906,0.00137915,0.000003198115,0.003487346,0.0001470138,0.0002552815,0.00002109416,0.00002254337,0.02279373],"genre_scores_gemma":[0.996448,0.0008929171,0.00004031204,0.001008835,0.00001814536,0.00001563414,0.00004040038,0.00001085363,0.001524858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2689074,"threshold_uncertainty_score":0.4534799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0801916553726215,"score_gpt":0.3222744702688342,"score_spread":0.2420828148962127,"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."}}