{"id":"W4387296265","doi":"10.14309/ajg.0000000000002546","title":"Outcomes of a 3-Year Prospective Surveillance in Individuals at High Risk of Pancreatic Cancer","year":2023,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"Fondazione Nadia Valsecchi","keywords":"Medicine; Pancreatic cancer; Interquartile range; Family history; Cancer registry; Malignancy; Population; Hazard ratio; Endoscopic ultrasound; Internal medicine; Incidence (geometry); Stage (stratigraphy); Cancer; Surgery; Confidence interval; Environmental health","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":[0.001377223,0.0002797041,0.0003313623,0.0008349001,0.0006453164,0.0008908042,0.0003946836,0.0005434707,0.0008836519],"category_scores_gemma":[0.003435954,0.000232041,0.0006730969,0.00107556,0.0002429686,0.0007082233,0.001087365,0.0006443288,0.0001903024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004495448,"about_ca_system_score_gemma":0.0005015999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004635756,"about_ca_topic_score_gemma":0.00452474,"domain_scores_codex":[0.9993736,0.0001545851,0.00006760119,0.0001698076,0.0001033773,0.0001310151],"domain_scores_gemma":[0.9974626,0.0001997522,0.001440728,0.0001862514,0.0002647193,0.0004460351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001314618,0.00002296944,0.9986764,0.000005967529,0.00003401452,0.00005600639,0.00004200834,0.00002527234,0.00002576936,0.000006932642,0.00008636757,0.0008869269],"study_design_scores_gemma":[0.000007500211,0.0001891055,0.9989398,0.000009555443,0.00004789108,0.0003198229,0.0001326859,0.0001194414,0.00003422403,0.00002321719,0.0001731415,0.000003567194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982567,0.0003444706,0.00007063903,0.00006377713,0.000009494852,0.00001357793,0.0007433029,0.000005669446,0.0004923521],"genre_scores_gemma":[0.9983678,0.0001520902,0.00005342725,0.00002819874,0.00001616234,0.0000121316,0.001262541,0.000001604504,0.0001060861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004635756,"threshold_uncertainty_score":0.00921756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159144335531435,"score_gpt":0.3279053037567039,"score_spread":0.3119908702035604,"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."}}