{"id":"W4394859738","doi":"10.6004/jnccn.2023.7097","title":"The Pancreatic Cancer Early Detection (PRECEDE) Study is a Global Effort to Drive Early Detection: Baseline Imaging Findings in High-Risk Individuals","year":2024,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"National Center for Advancing Translational Sciences; Interpace Diagnostics; National Cancer Institute; Amazon Web Services; FibroGen; AstraZeneca Canada; Teva Pharmaceutical Industries; AstraZeneca; Bristol-Myers Squibb","keywords":"Medicine; Cohort; Odds ratio; Pancreatic cancer; Internal medicine; Cohort study; Endoscopic ultrasound; Cancer; Oncology; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001396697,0.0002318905,0.0005556731,0.0002023822,0.0004870548,0.0001410144,0.0003204949,0.00009343956,0.00008864856],"category_scores_gemma":[0.0004115258,0.000140739,0.0002191863,0.001481212,0.0001187395,0.0001681845,0.0001403808,0.0009803895,0.00001492703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906214,"about_ca_system_score_gemma":0.0008366713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001861606,"about_ca_topic_score_gemma":0.001689757,"domain_scores_codex":[0.9967065,0.000430158,0.0007662329,0.0003009284,0.001364245,0.0004319226],"domain_scores_gemma":[0.9966819,0.001180151,0.0003082918,0.0001719063,0.001479711,0.0001780041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009019768,0.00008539949,0.9753943,0.0000306709,0.001050216,0.00002910944,0.00116995,0.003469286,0.0001903815,0.00002854363,0.004692756,0.01295738],"study_design_scores_gemma":[0.001715021,0.0006368906,0.985965,0.0007555092,0.0006525416,0.0001163159,0.0003625019,0.004527958,0.000136785,0.001596667,0.003398656,0.0001362251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855276,0.005695411,0.0004987419,0.005180316,0.001850557,0.001072336,0.00004990695,0.00001985351,0.0001052611],"genre_scores_gemma":[0.9951735,0.0007975787,0.0001765631,0.001086675,0.002320441,0.0001657484,7.806542e-7,0.00002454437,0.0002542243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282116,"threshold_uncertainty_score":0.573917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549818578885475,"score_gpt":0.3607726563715375,"score_spread":0.3352744705826828,"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."}}