{"id":"W3006734580","doi":"10.1093/jcag/gwaa007","title":"Characteristics and Outcomes of ERCP at a Canadian Tertiary Centre: Initial Results from a Prospective High-Fidelity Biliary Endoscopy Registry","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Pancreatitis; Perforation; Endoscopy; Prospective cohort study; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003421782,0.0004209173,0.0005864615,0.003052761,0.002579657,0.002311342,0.002412826,0.0008081899,0.001981101],"category_scores_gemma":[0.0157017,0.0005271349,0.0006685912,0.009098114,0.00106642,0.0008897535,0.002178951,0.0009044743,0.0003632999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01801763,"about_ca_system_score_gemma":0.02484069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8980032,"about_ca_topic_score_gemma":0.9193493,"domain_scores_codex":[0.9940723,0.0005437233,0.0005941769,0.0008837877,0.002413942,0.001492191],"domain_scores_gemma":[0.97996,0.001564076,0.007060096,0.001199601,0.007180217,0.00303603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000452594,0.00002299925,0.9977798,0.00001755722,0.00002172349,0.00007322642,0.0004326399,0.00003239643,0.00004326255,0.00002750801,0.0004919113,0.001011733],"study_design_scores_gemma":[0.000005656671,0.00002605995,0.9988163,0.00001594225,0.000009488422,0.00007882071,0.0006439248,0.00008960727,0.00001380426,0.00000580223,0.0002865825,0.000008038784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897786,0.0003529916,0.0001463386,0.000331128,0.000007283618,0.0001539229,0.007631792,0.00001705935,0.001580852],"genre_scores_gemma":[0.9947153,0.0003076018,0.0003457761,0.000156082,0.00001096154,0.00006278964,0.004197049,0.00001342244,0.000191124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1019968,"threshold_uncertainty_score":0.2051949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008886303923289696,"score_gpt":0.2292712545894819,"score_spread":0.2203849506661922,"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."}}