{"id":"W3172571061","doi":"10.1186/s13017-021-00369-w","title":"2020 WSES guidelines for the detection and management of bile duct injury during cholecystectomy","year":2021,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":259,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Centre Hospitalier de l’Université de Montréal; Foothills Medical Centre","funders":"Assistance publique-Hôpitaux de Paris; Universidad del Valle; Universidad de la República Uruguay; Hôpitaux Universitaires de Genève; Isfahan University of Medical Sciences; Università degli Studi di Cagliari; Université de Strasbourg; University of Washington; Imperial College Healthcare NHS Trust; Imperial College London; University of Pittsburgh; Université Paris-Est Créteil Val-de-Marne","keywords":"Medicine; Cholecystectomy; General surgery; Bile duct; Psychological intervention; Surgery; Intensive care medicine","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":[0.008395648,0.001403735,0.001508892,0.006626803,0.000930013,0.002402005,0.002699252,0.005934939,0.008303244],"category_scores_gemma":[0.03001168,0.0006336445,0.003332783,0.003926132,0.001069902,0.001657016,0.002678385,0.003553281,0.01052254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003573927,"about_ca_system_score_gemma":0.01620048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02018208,"about_ca_topic_score_gemma":0.03598189,"domain_scores_codex":[0.9886573,0.003391706,0.004364272,0.0002800133,0.002629204,0.0006775658],"domain_scores_gemma":[0.9703221,0.004420374,0.003695871,0.0003868885,0.01966298,0.001511854],"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":[0.00009841458,0.0001370688,0.003945239,0.005597655,0.0001031409,0.0004867758,0.0003448193,0.0007899354,0.0005222302,0.003823465,0.7430467,0.2411045],"study_design_scores_gemma":[0.000093861,0.00008312024,0.006814031,0.02379341,0.0001344778,0.0007567704,0.0003736133,0.0004191304,0.0002384211,0.002976771,0.9642579,0.00005841322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007640085,0.2809747,0.03925669,0.3908279,0.04995628,0.008157091,0.03231315,0.00220489,0.1886692],"genre_scores_gemma":[0.03868087,0.3977243,0.2499898,0.1525051,0.01680031,0.01418437,0.0722954,0.0007952438,0.05702461],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02018208,"threshold_uncertainty_score":0.04440093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05217470427457138,"score_gpt":0.3329893248596963,"score_spread":0.280814620585125,"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."}}