{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007645732,0.0001612506,0.0003264053,0.001382982,0.0008233268,0.001335294,0.0007251153,0.0006441692,0.001035411],"category_scores_gemma":[0.02085412,0.0002753382,0.0003455949,0.002446392,0.0008948965,0.001255376,0.002792545,0.0009587809,0.000139306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760793,"about_ca_system_score_gemma":0.003000315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02578574,"about_ca_topic_score_gemma":0.02761837,"domain_scores_codex":[0.9938853,0.002367714,0.0008716732,0.000699476,0.001477147,0.00069865],"domain_scores_gemma":[0.9722034,0.006839574,0.01268394,0.00131252,0.003175316,0.003785137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002576743,0.00004191271,0.9921796,0.00003036531,0.00001804864,0.00008792502,0.001933638,0.00006397934,0.00006883068,0.0000493433,0.000844189,0.004656551],"study_design_scores_gemma":[0.000005634528,0.00008922518,0.9896072,0.000050757,0.000007717433,0.0002179002,0.00830068,0.0002103109,0.00006160868,0.00003616359,0.001401317,0.00001153583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969642,0.0002256962,0.0001468911,0.0009806537,0.000006047322,0.00007304141,0.0005902885,0.000007024395,0.001006156],"genre_scores_gemma":[0.9980066,0.000318758,0.0003375969,0.0003999575,0.00001609461,0.00009482363,0.0006594014,0.000004521082,0.0001622765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02578574,"threshold_uncertainty_score":0.05127132,"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."}}