{"id":"W3033183948","doi":"10.1016/j.gie.2020.03.2367","title":"Su1521 EARLY SINGLE-OPERATOR CHOLANGIOSCOPY ASSISTED ELECTROHYDRAULIC LITHOTRIPSY (SOC-EHL) IN THE MANAGEMENT OF DIFFICULT BILIARY STONES IS COST-EFFECTIVE WHEN COMPARED TO A DELAYED STEP-UP APPROACH TO SOC-EHL","year":2020,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Lithotripsy; Bile duct; Laser lithotripsy; Radiology; Surgery; General surgery","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":[0.0004682193,0.0005957231,0.0009167705,0.0002922653,0.0001224279,0.000102589,0.0006172897,0.00008648539,0.00005705773],"category_scores_gemma":[0.0002590207,0.0004526849,0.000256299,0.001658079,0.0001291974,0.0001336545,0.0001802371,0.0006239206,0.00008132793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002276977,"about_ca_system_score_gemma":0.0001262829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005304009,"about_ca_topic_score_gemma":0.0000626368,"domain_scores_codex":[0.9960064,0.0003854885,0.000765366,0.0009754375,0.0009265206,0.0009407606],"domain_scores_gemma":[0.9980612,0.0002176642,0.0001841487,0.0006209394,0.0003710261,0.0005450595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02989885,0.007032444,0.08731388,0.001768091,0.001230091,0.0005412881,0.03410509,0.0002855188,0.7665692,0.0001500299,0.05770758,0.01339793],"study_design_scores_gemma":[0.03458106,0.03696965,0.8343437,0.004214041,0.002262004,0.003187615,0.04316723,0.004521225,0.02721492,0.00006083458,0.006987553,0.002490158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625832,0.0001688146,0.01913556,0.005937112,0.000182465,0.009366394,0.0001077276,0.000185447,0.002333272],"genre_scores_gemma":[0.9385991,0.000006494074,0.05542738,0.004295452,0.0002185476,0.001112052,0.0001309787,0.00007764221,0.000132392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7470298,"threshold_uncertainty_score":0.9997925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03267598076836719,"score_gpt":0.2801531100666173,"score_spread":0.2474771292982501,"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."}}