{"id":"W4213265249","doi":"10.1093/jcag/gwab049.085","title":"A86 COST-EFFECTIVE ANALYSIS OF PRELIMINARY SINGLE-OPERATOR CHOLANGIOSCOPY IN MANAGEMENT OF DIFFICULT STONES","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":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; First line; Time horizon; Surgery; Internal medicine; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006902214,0.00007844247,0.0005142322,0.0007192836,0.00004300843,0.00000267541,0.0001817147,0.00004569328,0.0001051987],"category_scores_gemma":[0.0001037885,0.00006354159,0.0002753585,0.0006086908,0.00004238706,0.00003395573,0.00004425416,0.0002327661,1.532512e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066807,"about_ca_system_score_gemma":0.0001296583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070013,"about_ca_topic_score_gemma":0.04518738,"domain_scores_codex":[0.9984708,0.0003544086,0.0005353385,0.00008448656,0.0003630992,0.0001918445],"domain_scores_gemma":[0.9984676,0.0000530155,0.0009681215,0.0001307268,0.0002979668,0.00008251701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008733369,0.0003479724,0.9887986,0.00004324272,0.002522632,0.00001929366,0.0007250432,0.004156624,0.001338551,0.000008798737,0.001001286,0.0001645876],"study_design_scores_gemma":[0.002085172,0.001979923,0.992816,0.00004362599,0.001369715,0.00001934666,0.001157772,0.0001256251,0.0001606265,0.000005548396,0.0002098681,0.00002678186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995524,0.00003446397,0.00001042434,0.003641674,0.0001964234,0.0004241994,0.00007697174,0.000001000486,0.00009086467],"genre_scores_gemma":[0.9994339,0.00001405684,0.00007089783,0.0003338087,0.00001229269,0.00001571484,0.00001211821,0.000006426577,0.0001007577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04311737,"threshold_uncertainty_score":0.9722354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008233316048592083,"score_gpt":0.2416980390161604,"score_spread":0.2334647229675683,"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."}}