{"id":"W4407608286","doi":"10.14740/jcs479","title":"Intraductal Papillary Mucinous Neoplasm as a Precursor to Pancreatic Cancer","year":2025,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intraductal papillary mucinous neoplasm; Medicine; Pancreatic cancer; Neoplasm; Surgery; Cancer; General surgery; Pancreas; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008907496,0.0001674462,0.001021806,0.0006439837,0.00006961603,0.00002073536,0.0001180618,0.00009084674,0.0003884187],"category_scores_gemma":[0.001629832,0.000124672,0.0002959792,0.0004965482,0.00007656452,0.00009116026,0.00004896843,0.0005202573,0.00006807419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774927,"about_ca_system_score_gemma":0.003055327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004314756,"about_ca_topic_score_gemma":0.000008107812,"domain_scores_codex":[0.9980152,0.0001409152,0.0007658955,0.000170653,0.0005208175,0.00038658],"domain_scores_gemma":[0.9977508,0.0009749215,0.0002541185,0.0002060277,0.0004270786,0.000387092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001339234,0.0005532697,0.721182,0.0005297561,0.0005951531,0.0004345231,0.0003478475,0.000005237357,0.0010282,0.000147837,0.1585144,0.1153224],"study_design_scores_gemma":[0.00277468,0.0009718478,0.7359612,0.007842608,0.001772268,0.001792698,0.0002559442,0.0001453234,0.002358231,0.001173915,0.2445734,0.000377923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746953,0.01334471,0.0002604302,0.007039811,0.002003442,0.0003188972,0.00000523581,0.00001539865,0.002316744],"genre_scores_gemma":[0.9863219,0.008795198,0.0003257457,0.001159687,0.0009225304,0.00004018179,0.00000416957,0.00001969821,0.002410874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1149445,"threshold_uncertainty_score":0.5420019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04611563863665377,"score_gpt":0.3956440725302602,"score_spread":0.3495284338936064,"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."}}