{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003953447,0.0003464073,0.0005845006,0.0009914549,0.0002844683,0.001166532,0.0003516947,0.0007173428,0.001744486],"category_scores_gemma":[0.001220808,0.0002353018,0.0004916848,0.000943425,0.0003940255,0.001163221,0.000565235,0.001065046,0.0005714815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000566452,"about_ca_system_score_gemma":0.001107072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079175,"about_ca_topic_score_gemma":0.001617286,"domain_scores_codex":[0.9996909,0.00006378268,0.00004979795,0.00006255224,0.00007944352,0.00005348877],"domain_scores_gemma":[0.9996225,0.0001479403,0.00007840208,0.00001560828,0.00009004922,0.00004551498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000685679,0.0001248269,0.06655338,0.01914052,0.0004602184,0.1051797,0.001427752,0.001714985,0.04232769,0.01687697,0.03574583,0.7097625],"study_design_scores_gemma":[0.00005329965,0.000199524,0.04858958,0.005329885,0.0006189886,0.2891115,0.001154362,0.001262283,0.01039992,0.008985114,0.6342041,0.00009136031],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03817775,0.9423457,0.00381696,0.002657739,0.0008653884,0.00005442384,0.0002958867,0.0001264157,0.01165976],"genre_scores_gemma":[0.2111378,0.7776828,0.00472481,0.001374335,0.001215267,0.00003158023,0.0008489222,0.00002863872,0.002955813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001744486,"threshold_uncertainty_score":0.005835891,"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."}}