{"id":"W4389452141","doi":"10.1016/j.pan.2023.12.002","title":"Association of high-risk stigmata and worrisome features with advanced neoplasia in intraductal papillary mucinous neoplasms (IPMN): A systematic review","year":2023,"lang":"en","type":"review","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Intraductal papillary mucinous neoplasm; Dysplasia; Acute pancreatitis; Radiology; Cyst; General surgery; Internal medicine; Pancreas","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":[0.002112218,0.0007714065,0.004656606,0.005199071,0.0003734724,0.001816808,0.00114989,0.001599749,0.003578734],"category_scores_gemma":[0.01259731,0.000707607,0.006753883,0.00715333,0.0006210021,0.001683185,0.001190303,0.001066686,0.0002281131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009002481,"about_ca_system_score_gemma":0.002978187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006151053,"about_ca_topic_score_gemma":0.02339693,"domain_scores_codex":[0.9983255,0.0003267725,0.0007626733,0.0002439444,0.0002677797,0.00007335749],"domain_scores_gemma":[0.9915267,0.005970122,0.001829957,0.0001057588,0.0004473381,0.000120176],"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":[0.0004190565,0.00003396192,0.01164125,0.8959783,0.02819653,0.0002095416,0.0002832797,0.0001181664,0.0002873938,0.0001838182,0.002129132,0.06051962],"study_design_scores_gemma":[0.0004881824,0.0002862927,0.05025406,0.6069242,0.3146916,0.001587646,0.0009193228,0.0001467094,0.0002320201,0.0005182816,0.02380037,0.000151266],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001686951,0.9977213,0.00004700534,0.00008419243,0.00004124637,0.00003842766,0.0002766968,0.00000259234,0.0001015656],"genre_scores_gemma":[0.02014847,0.9790038,0.0002398741,0.0002705202,0.00004634287,0.00004994075,0.0001822932,0.00000225274,0.0000565467],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006151053,"threshold_uncertainty_score":0.01223052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837402395626129,"score_gpt":0.3277610249765301,"score_spread":0.3093870010202688,"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."}}