{"id":"W4387115773","doi":"10.1016/j.surg.2023.07.016","title":"Pancreatic cystic neoplasms: Still high rates of preoperative misdiagnosis in the guidelines and endoscopic ultrasound era","year":2023,"lang":"en","type":"article","venue":"Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Endoscopic ultrasound; Intraductal papillary mucinous neoplasm; Serous Cystadenoma; Malignancy; Radiology; Serous fluid; Pancreas; Surgical pathology; General surgery; Pathology; Cyst; Internal medicine","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":[0.001391388,0.0001354224,0.0006544318,0.0002483311,0.00005332719,0.00001529466,0.00007374608,0.00008248984,0.0001563292],"category_scores_gemma":[0.006782617,0.00008418195,0.00005846249,0.0006026474,0.0002257168,0.00005276989,0.00002902745,0.0001809493,0.00003740496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002989587,"about_ca_system_score_gemma":0.0003386656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008454255,"about_ca_topic_score_gemma":0.0001184941,"domain_scores_codex":[0.9984193,0.0003058057,0.0004743872,0.0002147386,0.0002826121,0.0003030898],"domain_scores_gemma":[0.9856988,0.01375044,0.00007377438,0.0002446744,0.000160963,0.00007132237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001028471,0.00007764048,0.9870157,0.0002231347,0.00008862322,0.0001347171,0.001269258,0.000006152336,0.0007495208,0.00008127321,0.009635829,0.0006152848],"study_design_scores_gemma":[0.0005921029,0.0001437659,0.9956254,0.0003956449,0.0001331501,0.00004500663,0.001364246,0.0002942227,0.000737165,0.0003417172,0.0002568162,0.00007075734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954658,0.00113199,0.00000991164,0.002455194,0.00009285102,0.0004829879,0.00002225222,0.00002625263,0.0003128142],"genre_scores_gemma":[0.9950587,0.003293501,0.0004071666,0.0003776896,0.00009250846,0.0001767092,0.00004909425,0.00001337029,0.0005312652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01344463,"threshold_uncertainty_score":0.8119916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07546588848008323,"score_gpt":0.3710809344884913,"score_spread":0.295615046008408,"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."}}