{"id":"W4410076060","doi":"10.1002/jhbp.12150","title":"Clinical and radiological predictive features for high‐grade and invasive carcinoma in intraductal papillary mucinous neoplasms: A systematic review","year":2025,"lang":"en","type":"review","venue":"Journal of Hepato-Biliary-Pancreatic Sciences","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Dysplasia; Intraductal papillary mucinous neoplasm; Internal medicine; Radiology; Likelihood ratios in diagnostic testing; Odds ratio; Meta-analysis; Pancreas","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008716897,0.0006639085,0.01034363,0.0008525401,0.0002337349,0.00007443242,0.0006211044,0.0006784732,0.00001837293],"category_scores_gemma":[0.02107907,0.0003723539,0.000752099,0.00092461,0.002137464,0.0002052129,0.0002180593,0.001366195,0.000001624621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473912,"about_ca_system_score_gemma":0.004353061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008798368,"about_ca_topic_score_gemma":0.00003208225,"domain_scores_codex":[0.9917775,0.002240734,0.003558691,0.0008784578,0.000865995,0.0006785956],"domain_scores_gemma":[0.9795814,0.0173048,0.001767059,0.0004493799,0.0003793945,0.0005179735],"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":[0.0002363966,0.0003547273,0.07145618,0.9115574,0.001054887,0.0009383457,0.0002152539,1.806229e-7,5.907199e-7,0.0003636913,0.001548468,0.01227392],"study_design_scores_gemma":[0.002940081,0.008242659,0.01309799,0.9332729,0.02217914,0.01654897,0.0005044989,0.0001404485,8.545784e-7,0.00143269,0.001107433,0.0005323506],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03790713,0.9547374,0.0000243932,0.0007443673,0.0002919337,0.006067658,0.00005034444,0.00001395076,0.000162794],"genre_scores_gemma":[0.003885023,0.9916915,0.003079636,0.0004685863,0.0003248966,0.0003614601,0.00001566008,0.00002397892,0.0001492368],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0583582,"threshold_uncertainty_score":0.9998729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659479475761903,"score_gpt":0.406483479803212,"score_spread":0.3405355322270217,"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."}}