{"id":"W2412156948","doi":"10.1007/978-3-319-22273-8_22","title":"Intraoperative Management of Bile Duct Injuries by the Non-biliary Surgeon","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Royal Victoria Regional Health Centre; Royal Victoria Hospital","funders":"","keywords":"Medicine; Cholecystectomy; Cholecystostomy; Cholangiography; General surgery; Bile duct; Common bile duct; Iatrogenic injury; Surgery; Acute cholecystitis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002726323,0.0003316626,0.0005463404,0.00008814799,0.00004516829,0.00001296249,0.0001727468,0.0001849152,0.003379219],"category_scores_gemma":[0.000008760109,0.0001857144,0.0001789205,0.00004329477,0.0003291488,0.00004276048,0.000123361,0.0003001775,0.000110197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004853746,"about_ca_system_score_gemma":0.0001211417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001181556,"about_ca_topic_score_gemma":0.0000311423,"domain_scores_codex":[0.9985759,0.00001536829,0.0003915257,0.0003360847,0.0004817525,0.0001993149],"domain_scores_gemma":[0.9989467,0.00004180944,0.0001198604,0.00056052,0.0002352321,0.00009586268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000207936,0.0001440548,0.0001703721,0.0005056408,0.001239407,0.00003541548,0.0006089326,0.000001014185,0.0001306823,0.01907584,0.9623679,0.0155128],"study_design_scores_gemma":[0.001622376,0.000888257,0.0004102188,0.0006524915,0.001113217,0.00002593296,0.003259605,0.00001484211,0.001749331,0.007485167,0.9821621,0.0006165181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001232755,0.00236159,0.00002173181,0.001732786,0.0002286391,0.001157346,0.00007547621,0.0000415446,0.9931481],"genre_scores_gemma":[0.07592699,0.001370639,0.000101795,0.0004558458,0.00009275953,0.00003541527,0.0003034762,0.00005733937,0.9216557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07469424,"threshold_uncertainty_score":0.9975318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984884563300301,"score_gpt":0.2645140346088555,"score_spread":0.2446651889758525,"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."}}