{"id":"W4362703527","doi":"10.1016/j.cgh.2023.03.035","title":"Intraductal Papillary Mucinous Neoplasms in High-Risk Individuals: Incidence, Growth Rate, and Malignancy Risk","year":2023,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Erasmus MC Kanker Instituut; ZonMw; Boston Scientific Corporation","keywords":"Medicine; Malignancy; Internal medicine; Cumulative incidence; Incidence (geometry); Intraductal papillary mucinous neoplasm; Confidence interval; Pancreatic cancer; Oncology; Cancer; Hazard ratio; Gastroenterology; Pancreas; Cohort","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":[0.0005836177,0.000180329,0.0001887192,0.0007732799,0.0002263077,0.0004660524,0.0002632009,0.0003486323,0.0007160136],"category_scores_gemma":[0.001945983,0.0001499899,0.0002068822,0.0007678746,0.000216329,0.0003760662,0.0003292688,0.0002677004,0.0001267123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834498,"about_ca_system_score_gemma":0.0001412482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244567,"about_ca_topic_score_gemma":0.004127226,"domain_scores_codex":[0.9996562,0.00008955177,0.00002987216,0.0001061226,0.00006357388,0.00005474603],"domain_scores_gemma":[0.9987364,0.0002052865,0.0007274965,0.00008473449,0.00009737257,0.0001486941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002244721,0.000003700381,0.999157,0.000002201521,0.000009014847,0.00004052801,0.00001930063,0.00001409486,0.0001169436,0.000005055299,0.00001168911,0.0005981406],"study_design_scores_gemma":[0.000001145125,0.00002689445,0.9990922,0.000001901644,0.00001013238,0.000536113,0.00006169078,0.0001242136,0.0000636405,0.00001424284,0.00006632792,0.000001522547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993063,0.0002812723,0.00009298829,0.00001816594,0.000001313226,0.000002528783,0.0001068298,0.000002457391,0.0001882685],"genre_scores_gemma":[0.9996344,0.00009903898,0.00009987309,0.000004285592,0.000003661894,0.000001799738,0.0001110494,0.000001000995,0.00004483424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004244567,"threshold_uncertainty_score":0.00843972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671672244988322,"score_gpt":0.3404493007375664,"score_spread":0.3137325782876832,"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."}}