{"id":"W4408997059","doi":"10.1080/00365521.2025.2485135","title":"Diagnostic yield of second-line aetiological workup in patients with presumed idiopathic acute pancreatitis: a retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Scandinavian Journal of Gastroenterology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Etiology; Acute pancreatitis; Medicine; Retrospective cohort study; Pancreatitis; Internal medicine; Cohort; Gastroenterology","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":[0.002920734,0.0004520396,0.0008618951,0.001593723,0.0005945746,0.001436637,0.0009446047,0.0008736923,0.001230592],"category_scores_gemma":[0.01508424,0.0005887084,0.001092313,0.001741076,0.0005464645,0.0008495593,0.001073366,0.0008015617,0.0002812983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005520241,"about_ca_system_score_gemma":0.0004858767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003006016,"about_ca_topic_score_gemma":0.001918393,"domain_scores_codex":[0.9961916,0.001076983,0.0006329911,0.0009519927,0.0007396172,0.0004067705],"domain_scores_gemma":[0.9878422,0.002992009,0.005751261,0.001519026,0.001122286,0.0007731594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001181785,0.00001181795,0.9990379,0.0000138554,0.0000592917,0.0001641694,0.00005084495,0.00001626048,0.00005203081,0.000008980892,0.00003518422,0.0004316469],"study_design_scores_gemma":[0.00001817097,0.0001534209,0.9966261,0.00002464725,0.0001039577,0.002304313,0.0002585297,0.0002494562,0.0000631454,0.00002662021,0.0001593155,0.00001240803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99836,0.0008654668,0.0001265336,0.00003485002,0.000008721941,0.00001957603,0.0003570861,0.000003999784,0.0002237539],"genre_scores_gemma":[0.999422,0.0001638898,0.00007859287,0.00001568608,0.00001111738,0.00001427921,0.0002747691,0.000002387961,0.00001744407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003006016,"threshold_uncertainty_score":0.01544648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006418557378321406,"score_gpt":0.2463875227538628,"score_spread":0.2399689653755414,"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."}}