{"id":"W4415068958","doi":"10.1200/po-25-00696","title":"Areas of Uncertainty in Pancreatic Cancer Surveillance: A Survey Across the International Pancreatic Cancer Early Detection (PRECEDE) Consortium","year":2025,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Pancreatic cancer; Risk stratification; Risk assessment; Family history; Pancreatic ductal adenocarcinoma; Clinical Practice","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":[0.003475193,0.0002564584,0.001222158,0.0002959699,0.0001538634,0.00002705226,0.000454494,0.0004218388,0.0008173404],"category_scores_gemma":[0.00336383,0.0001774515,0.0001471191,0.0009043576,0.0005150566,0.00007791806,0.0002474344,0.000661063,0.00002138957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367215,"about_ca_system_score_gemma":0.001789257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03525157,"about_ca_topic_score_gemma":0.1076418,"domain_scores_codex":[0.9962293,0.001087815,0.001009433,0.0005455046,0.0005514609,0.0005765114],"domain_scores_gemma":[0.9931785,0.00500401,0.0003602025,0.0005534008,0.0007771162,0.0001267376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004585599,0.0003349234,0.9427797,0.00007863168,0.0004208418,0.00001763101,0.0007698339,0.0002131325,0.002503095,0.00004135829,0.001203096,0.04705216],"study_design_scores_gemma":[0.004078741,0.0005290438,0.9841968,0.0003760507,0.0001308708,0.00002129742,0.0004301883,0.005093909,0.0006524866,0.0003118049,0.004041379,0.0001374675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870142,0.001250018,0.0003163384,0.00288053,0.001109133,0.001278324,0.0001406309,0.00003589239,0.005974944],"genre_scores_gemma":[0.9912112,0.003344991,0.00007510179,0.0004548045,0.0001316128,0.0008089559,0.00003625266,0.00002060367,0.003916433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07239025,"threshold_uncertainty_score":0.9711727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04217056952120794,"score_gpt":0.4172367609555193,"score_spread":0.3750661914343113,"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."}}