{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003438499,0.001138001,0.001660885,0.001470972,0.0008704442,0.001543797,0.001128246,0.001777962,0.001371192],"category_scores_gemma":[0.008057199,0.0006701841,0.002569256,0.001852872,0.001275134,0.001841233,0.001190832,0.001098425,0.0002029008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145226,"about_ca_system_score_gemma":0.0007884612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324298,"about_ca_topic_score_gemma":0.003694769,"domain_scores_codex":[0.9960133,0.001840758,0.0005032816,0.0008543842,0.0003533093,0.0004348938],"domain_scores_gemma":[0.9915246,0.002578126,0.003706477,0.0006392267,0.0005066774,0.001044833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01745449,0.0006421133,0.9771253,0.0001272988,0.001929326,0.0002059103,0.0002520747,0.000125961,0.0005499895,0.0000452399,0.0001310266,0.00141135],"study_design_scores_gemma":[0.001817113,0.007476564,0.9868526,0.00003321937,0.001154328,0.0004514442,0.001349191,0.0004099784,0.0001733103,0.00006416881,0.0001693597,0.00004860745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993961,0.0003190725,0.00003388422,0.00001676426,0.000008520722,0.00001966076,0.0001407632,8.943434e-7,0.00006437213],"genre_scores_gemma":[0.9993193,0.00014666,0.00006916399,0.00003821395,0.00003638127,0.00002609422,0.0003310785,0.000001915311,0.00003120868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003438499,"threshold_uncertainty_score":0.01818478,"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."}}