{"id":"W4212895681","doi":"10.1093/jcag/gwab049.204","title":"A205 IS REPEAT ERCP REQUIRED AFTER INITIAL ENDOSCOPIC MANAGEMENT OF POST-SURGICAL BILE LEAKS? MULTI-CENTER VALIDATION OF THE CALGARY BILE LEAK RULE","year":2022,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Bile leak; Leak; Predictive value; Retrospective cohort study; Cholecystectomy; Gastroenterology; Predictive value of tests; Cohort; Endoscopic retrograde cholangiopancreatography; Internal medicine; Surgery; Pancreatitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004780267,0.0003688573,0.0006923011,0.001583179,0.0004152002,0.001425105,0.001123366,0.0008610279,0.0007346495],"category_scores_gemma":[0.02286276,0.0003525935,0.0007713995,0.00116997,0.0008115125,0.001141674,0.0007313609,0.0008302377,0.0003216613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005556208,"about_ca_system_score_gemma":0.0007031759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003310884,"about_ca_topic_score_gemma":0.004338728,"domain_scores_codex":[0.9964679,0.001163371,0.0004863234,0.0006941075,0.0008005534,0.0003877937],"domain_scores_gemma":[0.9780999,0.006740844,0.00997373,0.001649346,0.002388712,0.001147479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006782666,0.000008893867,0.9987881,0.000004162413,0.00002149054,0.0001206179,0.00002512012,0.00004191647,0.00007745929,0.000006710326,0.00003077658,0.0008069947],"study_design_scores_gemma":[0.00001130515,0.0002873972,0.9955294,0.00002777359,0.00006374729,0.00174557,0.0003436726,0.001451372,0.0003270827,0.0000356011,0.0001676827,0.000009327613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989385,0.0002288787,0.0002223518,0.000085548,0.00001767274,0.000008013291,0.00007948031,0.000007845196,0.000411653],"genre_scores_gemma":[0.9996318,0.00004270927,0.0001500722,0.00002840813,0.00001360467,0.000002780772,0.0001091474,0.000002799563,0.00001874303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966891,"threshold_uncertainty_score":0.02528077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171483921867691,"score_gpt":0.2493148596835909,"score_spread":0.2376000204649139,"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."}}