{"id":"W3134196795","doi":"10.1093/jcag/gwab002.112","title":"A114 DEVELOPING AND VALIDATING A PATIENT RISK ASSESSMENT TOOL TO PREDICT POST-ERCP PANCREATITIS","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":"Western University","funders":"","keywords":"Medicine; Risk assessment; Pancreatitis; Internal medicine","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":[0.02011696,0.0006075213,0.0006500184,0.002655751,0.0003934079,0.001957309,0.0008717166,0.0009928014,0.001147008],"category_scores_gemma":[0.05482139,0.0003003688,0.001091164,0.001828979,0.0003749763,0.001312933,0.001068207,0.0008909947,0.0005150443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008473748,"about_ca_system_score_gemma":0.001684334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001315309,"about_ca_topic_score_gemma":0.001484611,"domain_scores_codex":[0.9853982,0.006281469,0.003426308,0.00108751,0.003256065,0.0005503483],"domain_scores_gemma":[0.9393696,0.03699889,0.008182284,0.00210478,0.01231823,0.001026303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005214979,0.0007354353,0.9088104,0.0002435375,0.0001935601,0.000145192,0.0003861889,0.002732179,0.001628596,0.0003659253,0.001718509,0.08251897],"study_design_scores_gemma":[0.0003912247,0.004920334,0.8734003,0.0005569049,0.0004125459,0.001602875,0.000808501,0.09777097,0.009722245,0.0008344106,0.009437027,0.0001427246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637564,0.0005567592,0.02804126,0.0007607826,0.0001260829,0.001584562,0.001849565,0.0003594327,0.002965132],"genre_scores_gemma":[0.9120345,0.0002052602,0.08451388,0.0002311948,0.00006787094,0.001090894,0.001485893,0.00002311903,0.0003474011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02011696,"threshold_uncertainty_score":0.1063899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006706216362261226,"score_gpt":0.2371187008610136,"score_spread":0.2304124844987523,"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."}}