{"id":"W4407285563","doi":"10.1093/jcag/gwae059.239","title":"A239 PERFORMANCE OF CLINICAL RISK PREDICTION MODELS FOR POST-ERCP PANCREATITIS: A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"review","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; University of Toronto","funders":"","keywords":"Pancreatitis; Medicine; General surgery; 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":[0.01476256,0.002048584,0.008534924,0.0121932,0.0006301344,0.00361808,0.003094525,0.002286184,0.005438744],"category_scores_gemma":[0.09216432,0.001076731,0.01441682,0.00995827,0.0008679029,0.003226923,0.001473628,0.001455729,0.0004737209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003895744,"about_ca_system_score_gemma":0.01044033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009701052,"about_ca_topic_score_gemma":0.01716534,"domain_scores_codex":[0.9865953,0.004864073,0.004793195,0.0009665079,0.00253712,0.0002438184],"domain_scores_gemma":[0.9062869,0.07604191,0.01211738,0.00084372,0.004365412,0.0003446315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003078194,0.00003178796,0.00311902,0.9371327,0.02040654,0.00008347724,0.0001364784,0.0002860428,0.000047267,0.0002308587,0.001127398,0.03709066],"study_design_scores_gemma":[0.0003231087,0.0002201839,0.007486196,0.8461682,0.1359824,0.000290079,0.0001867363,0.0005679487,0.0001171426,0.0004516713,0.008142005,0.00006445476],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002071244,0.9956883,0.0003509008,0.0003252066,0.00008608124,0.0004467823,0.0007060429,0.00001957885,0.0003059156],"genre_scores_gemma":[0.04637355,0.949193,0.00175514,0.0005908347,0.0001514066,0.001045154,0.0007305839,0.0000133631,0.0001468545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01476256,"threshold_uncertainty_score":0.07807285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769240268063697,"score_gpt":0.3251131093214844,"score_spread":0.2974207066408474,"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."}}