{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01300011,0.001722915,0.00369299,0.001947842,0.0002540227,0.002313065,0.001626004,0.001536335,0.005317807],"category_scores_gemma":[0.03539047,0.001017796,0.01489032,0.00135994,0.0005005178,0.001404105,0.0009579704,0.00206092,0.0002130289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005628085,"about_ca_system_score_gemma":0.004387295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02408349,"about_ca_topic_score_gemma":0.01294949,"domain_scores_codex":[0.9912227,0.007305044,0.0002542842,0.0004345358,0.0004511779,0.0003322988],"domain_scores_gemma":[0.9684708,0.02840459,0.001360323,0.0005504673,0.0008383928,0.0003754203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.04423431,0.001227274,0.01266219,0.01350281,0.06404246,0.0004350267,0.00008005108,0.7849326,0.001057092,0.006634148,0.002495021,0.06869698],"study_design_scores_gemma":[0.0171745,0.0128309,0.020466,0.004149092,0.1837803,0.000465785,0.0001741948,0.7329767,0.001882442,0.01874025,0.007072784,0.0002870102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7422109,0.146075,0.07665717,0.005921953,0.000891073,0.004509573,0.009011135,0.0004239797,0.01429933],"genre_scores_gemma":[0.9858565,0.006014463,0.00578991,0.0004271694,0.00008915835,0.0004048824,0.0008070437,0.00002089644,0.0005899083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02408349,"threshold_uncertainty_score":0.06875193,"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."}}