{"id":"W4398223834","doi":"10.1016/j.surg.2024.03.057","title":"A comparison of outcomes including bile duct injury of subtotal cholecystectomy versus open total cholecystectomy as bailout procedures for severe cholecystitis: A multicenter real-world study","year":2024,"lang":"en","type":"article","venue":"Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Open cholecystectomy; Bailout; Cholecystectomy; Gallbladder; Laparoscopic cholecystectomy; Cholecystitis; General surgery; Surgery; Bile duct; Laparoscopy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007603929,0.0004661111,0.001677043,0.000841316,0.000121795,0.0001210103,0.0003299309,0.0001383135,0.0002460624],"category_scores_gemma":[0.0009461931,0.0003896938,0.0005778731,0.001003378,0.0001515809,0.0003780727,0.0003561772,0.0003544808,0.00002120681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467379,"about_ca_system_score_gemma":0.0008068351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817822,"about_ca_topic_score_gemma":0.0007839372,"domain_scores_codex":[0.9965581,0.0001283015,0.001283996,0.0007740931,0.0006766329,0.0005789266],"domain_scores_gemma":[0.9975594,0.0009844179,0.0003293572,0.0006016795,0.0003282869,0.0001968935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009094756,0.004597267,0.9592403,0.004478531,0.002041043,0.00009387747,0.00469186,0.00001781896,0.003571926,0.00005408558,0.009117251,0.003001342],"study_design_scores_gemma":[0.04195568,0.0065019,0.8995339,0.005011837,0.002202135,0.00009934313,0.01606005,0.0006010078,0.02266782,0.00008302912,0.003706387,0.001576967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903738,0.0005727328,0.000006522619,0.000340977,0.001380473,0.004241741,0.000157094,0.0001646613,0.002762035],"genre_scores_gemma":[0.9976484,0.00002181521,0.00009698747,0.00006371472,0.0001525152,0.0006157795,0.0001064948,0.0001015089,0.001192764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0597064,"threshold_uncertainty_score":0.9998555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07631861059102994,"score_gpt":0.422229997942052,"score_spread":0.345911387351022,"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."}}