{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004562615,0.00124116,0.007638814,0.01155554,0.0004854597,0.002143153,0.001887349,0.001644926,0.003486688],"category_scores_gemma":[0.02926015,0.0009053137,0.006672853,0.01430431,0.0007657311,0.001991188,0.001049164,0.000742963,0.0002646483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100085,"about_ca_system_score_gemma":0.006217985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007863627,"about_ca_topic_score_gemma":0.0181993,"domain_scores_codex":[0.995941,0.0009154301,0.001890322,0.0004205653,0.0007007576,0.0001319388],"domain_scores_gemma":[0.9677652,0.02310053,0.006253249,0.0003863311,0.002226437,0.0002682645],"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":[0.0002976578,0.00001810537,0.00503254,0.9552721,0.0129387,0.0001283192,0.0001476902,0.0000944347,0.0001134742,0.00008764955,0.001005938,0.02486353],"study_design_scores_gemma":[0.0003225454,0.00024155,0.02246957,0.7904408,0.1752464,0.0009783686,0.0003179923,0.0001875604,0.0001797792,0.000226406,0.009321283,0.00006783059],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003065618,0.9955413,0.0001108602,0.0001547407,0.00004908318,0.0002021937,0.0006732286,0.000008481166,0.0001944722],"genre_scores_gemma":[0.04857244,0.9486086,0.0007197371,0.0004684312,0.0001082595,0.0006730572,0.0007032773,0.000007704924,0.0001383834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01155554,"threshold_uncertainty_score":0.02412969,"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."}}