{"id":"W4400015061","doi":"10.1016/j.surg.2024.05.010","title":"Predictors of long-term survival after resection of adenocarcinoma arising from intraductal papillary mucinous neoplasm and derivation of a prognostic model: An international multicenter study (ADENO-IPMN study)","year":2024,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Medicine; Intraductal papillary mucinous neoplasm; Adenocarcinoma; Term (time); Internal medicine; Resection; Surgical resection; Multicenter study; Oncology; Radiology; Surgery; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007028532,0.0001534998,0.0006099239,0.0004202652,0.00002863244,0.00001783698,0.0000749005,0.0001008647,0.00005217276],"category_scores_gemma":[0.000415043,0.0001319519,0.00007963843,0.0002074113,0.0001566998,0.00022614,0.0000865576,0.0002165435,8.963711e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007098244,"about_ca_system_score_gemma":0.0002634019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005182765,"about_ca_topic_score_gemma":0.0002198181,"domain_scores_codex":[0.9979257,0.0002404614,0.000682071,0.0003610889,0.0006064767,0.0001841878],"domain_scores_gemma":[0.9984601,0.0007927319,0.0001467508,0.0002591869,0.0002442927,0.00009692268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001723928,0.001868695,0.9854386,0.0003654121,0.0009711997,0.0002940658,0.006150867,0.00001139839,0.001916923,0.000002390066,0.00000772044,0.001248796],"study_design_scores_gemma":[0.001037242,0.001162776,0.9871733,0.0004104819,0.0005449545,0.000015573,0.001532465,0.00753649,0.0004816458,0.00001884123,4.096067e-7,0.00008582726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974213,0.0005688961,0.0002877103,0.00005212146,0.0005617015,0.0009933283,0.00004993881,0.00002906099,0.00003589941],"genre_scores_gemma":[0.999369,0.0001076148,0.0001318727,0.00000542189,0.000199275,0.00005707584,0.00007332583,0.0000268999,0.00002952047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007525092,"threshold_uncertainty_score":0.5380843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04004602747968402,"score_gpt":0.3310556793055991,"score_spread":0.2910096518259151,"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."}}