{"id":"W3144072067","doi":"10.1111/cyt.12973","title":"Intraductal papillary mucinous neoplasm of the pancreas: Cytomorphology, imaging, molecular profile, and prognosis","year":2021,"lang":"en","type":"review","venue":"Cytopathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Intraductal papillary mucinous neoplasm; Dysplasia; Pathology; Pancreas; Malignancy; Atypia; Pancreatic Intraepithelial Neoplasia; Nuclear atypia; Pancreatic duct; Pancreatic cancer; Internal medicine; Cancer; Pancreatic ductal adenocarcinoma; Immunohistochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000644508,0.0004862974,0.003726726,0.0002245608,0.0001056495,0.00001229677,0.0003389661,0.0006736008,0.0001514895],"category_scores_gemma":[0.0009015781,0.0003133446,0.00052027,0.0004520618,0.001558497,0.00002705882,0.0005565432,0.00109514,0.0000281306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052583,"about_ca_system_score_gemma":0.001615992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003972794,"about_ca_topic_score_gemma":0.000003508649,"domain_scores_codex":[0.9963319,0.001149616,0.0008551126,0.0007765935,0.0002895252,0.0005972653],"domain_scores_gemma":[0.9978057,0.0003835897,0.0004619459,0.0009125983,0.0002410096,0.0001951503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005445697,0.0005625031,0.07338861,0.02315766,0.0007912848,0.01361341,0.0002737853,2.244575e-8,0.0005166944,0.001200766,0.002368816,0.884072],"study_design_scores_gemma":[0.002302411,0.0009825593,0.01947714,0.01790103,0.01210629,0.155965,0.0001755173,0.00001857899,0.0003111938,0.0001889344,0.78971,0.0008612482],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02094258,0.9741376,0.00002135593,0.0005214193,0.0002577603,0.00197287,0.00007934336,0.00003952515,0.002027545],"genre_scores_gemma":[0.001661274,0.9953945,0.001282668,0.000350061,0.0001587851,0.0004250858,0.0001453129,0.00007696924,0.0005053391],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8832107,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823444937278249,"score_gpt":0.346404439565782,"score_spread":0.3181699901929995,"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."}}