{"id":"W3133661154","doi":"10.1093/jcag/gwab002.071","title":"A73 PERFORMANCE OF ASGE AND ESGE CRITERIA FOR RISK STRATIFICATION FOR CHOLEDOCHOLITHIASIS IN A REAL-WORLD SETTING","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Pancreatitis; Endoscopic retrograde cholangiopancreatography; Endoscopy; Adverse effect; General surgery; Gastroenterology; Radiology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000458,0.0000600432,0.0002838083,0.0001905671,0.00005077776,0.000008483142,0.0000665745,0.00006213936,0.00001084319],"category_scores_gemma":[0.0007118639,0.00005068922,0.000111115,0.0000998558,0.00002838614,0.00006109421,0.000007255046,0.0001445797,4.885921e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908906,"about_ca_system_score_gemma":0.0003730876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467944,"about_ca_topic_score_gemma":0.2800137,"domain_scores_codex":[0.999016,0.0001241356,0.0004848817,0.00007864008,0.0001157515,0.0001805661],"domain_scores_gemma":[0.9983573,0.00009810824,0.0008485666,0.00009034059,0.0005292856,0.00007640005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000336852,0.00004172751,0.9955963,0.00009661121,0.00009916316,5.184748e-7,0.0003165413,0.00002600922,0.001975976,0.00003594527,0.001053093,0.0004211846],"study_design_scores_gemma":[0.002504272,0.0005522982,0.9946362,0.00008883399,0.0001391065,0.00001547258,0.0002390565,0.0005179431,0.0007644548,0.0001545048,0.0003636384,0.00002425959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989516,0.00001714607,0.00003395375,0.009864856,0.0001610684,0.0002240842,0.00008985617,8.809725e-7,0.00009214009],"genre_scores_gemma":[0.9979389,0.00005228,0.001363604,0.0004099695,0.00006133544,0.00000675185,0.00001145005,0.000006727023,0.0001489952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785457,"threshold_uncertainty_score":0.7331242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0143855993968816,"score_gpt":0.280912515137781,"score_spread":0.2665269157408994,"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."}}