{"id":"W3134523928","doi":"10.1093/jcag/gwab002.202","title":"A204 PATIENT FACTORS AND STONE FEATURES AS PROGNOSTIC PREDICTORS IN BILIARY STONE LITHOTRIPSY BY SINGLE-OPERATOR CHOLANGIOPANCREATOSCOPY","year":2021,"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; Lithotripsy; Adverse effect; Bile duct; Demographics; Endoscopic retrograde cholangiopancreatography; Retrospective cohort study; Common bile duct; Biliary disease; Surgery; Internal medicine; General surgery; Pancreatitis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008042373,0.0002485761,0.0003838769,0.001156577,0.0004903799,0.0008091276,0.0002986302,0.0004753415,0.002657034],"category_scores_gemma":[0.006068413,0.0001783191,0.000570332,0.001442599,0.0004047,0.0007459046,0.0004510261,0.0005869474,0.0002298396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819093,"about_ca_system_score_gemma":0.0004385294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145094,"about_ca_topic_score_gemma":0.001255085,"domain_scores_codex":[0.9992091,0.0002118588,0.0001562476,0.00009914595,0.0001683736,0.0001551635],"domain_scores_gemma":[0.9942305,0.001994706,0.002630494,0.0001671828,0.0003323891,0.0006448338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005354984,0.00001006635,0.9991348,0.000004212724,0.000008940913,0.0002546289,0.00001750631,0.00001649579,0.00005612216,0.000005031197,0.00002358906,0.0004150882],"study_design_scores_gemma":[0.00000428984,0.0001595459,0.9955577,0.00001438044,0.00002538464,0.003360859,0.000316968,0.0002978016,0.0001086746,0.00003331575,0.0001153484,0.000005714724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991156,0.0002855483,0.00006647665,0.0000492494,0.000005297128,0.000006826197,0.00007245237,0.00000294247,0.000395678],"genre_scores_gemma":[0.9997912,0.00005372097,0.00004616292,0.00001049588,0.00001207181,0.00000304122,0.00005383668,0.000001184629,0.00002833941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002657034,"threshold_uncertainty_score":0.008888662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005500732838484421,"score_gpt":0.2155755795612233,"score_spread":0.2100748467227389,"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."}}