{"id":"W4393150774","doi":"10.1002/deo2.355","title":"Development and validation of a practical clinical risk prediction model for post‐endoscopic retrograde cholangiopancreatography pancreatitis","year":2024,"lang":"en","type":"article","venue":"DEN Open","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Alberta Health Services; McGill University Health Centre; Alberta Cancer Foundation; University of Calgary","funders":"","keywords":"Endoscopic retrograde cholangiopancreatography; Akaike information criterion; Pancreatitis; Stepwise regression; Medicine; Pancreatic duct; Logistic regression; Bayesian information criterion; Receiver operating characteristic; Major duodenal papilla; Statistic; Surgery; Statistics; Internal medicine; Mathematics","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":[0.0110704,0.001152454,0.0008235988,0.001047947,0.0004104985,0.001274213,0.001219829,0.0008619994,0.001137179],"category_scores_gemma":[0.02172969,0.0004816883,0.0009394537,0.0005478353,0.0003977284,0.000602264,0.0009664586,0.0012444,0.0004223448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111378,"about_ca_system_score_gemma":0.002808803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004720883,"about_ca_topic_score_gemma":0.00315755,"domain_scores_codex":[0.9975021,0.001557599,0.0002002511,0.0003239161,0.0002973065,0.0001188594],"domain_scores_gemma":[0.9876391,0.00895917,0.0007411645,0.0003884948,0.002056873,0.0002151355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009763351,0.001436829,0.2317416,0.0001785174,0.0005544162,0.0003804227,0.0003797698,0.6288272,0.003348466,0.001678246,0.002556049,0.1279421],"study_design_scores_gemma":[0.00006211211,0.0002815426,0.01022607,0.00002784859,0.00006043795,0.00007391718,0.00002909659,0.9877461,0.0006044578,0.0006043757,0.0002705135,0.00001346778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5676655,0.0002315324,0.4277232,0.000841118,0.000062555,0.0007379035,0.0006778153,0.0009633855,0.001097169],"genre_scores_gemma":[0.8747636,0.00008068726,0.1230201,0.00008486021,0.00002719854,0.000614393,0.00104634,0.00003484044,0.0003279961],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0110704,"threshold_uncertainty_score":0.0585466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05575573182674255,"score_gpt":0.3778668455348385,"score_spread":0.3221111137080959,"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."}}