{"id":"W4391886319","doi":"10.1093/jcag/gwad061.311","title":"A311 EFFICACY OF PANCREATIC CANCER SCREENING IN HIGH RISK INDIVIDUALS","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pancreatic cancer; Medicine; Internal medicine; Oncology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001229236,0.0001593024,0.0003685305,0.0005435235,0.0004821706,0.0008794072,0.000265499,0.0003833744,0.001563864],"category_scores_gemma":[0.005021143,0.0001077077,0.0003492721,0.000636627,0.0003148477,0.0002935309,0.0003945822,0.0003183038,0.0002547168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007353895,"about_ca_system_score_gemma":0.0009029731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072837,"about_ca_topic_score_gemma":0.0114414,"domain_scores_codex":[0.9991599,0.0003299953,0.00006427283,0.0001549474,0.0001719458,0.0001187707],"domain_scores_gemma":[0.9961922,0.001453426,0.0009362585,0.0001588416,0.0003544273,0.0009046937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002264986,0.0003117244,0.9805487,0.00003936729,0.00005321712,0.00007822761,0.00007114639,0.0001746652,0.0002703047,0.00002223707,0.0002489453,0.01591639],"study_design_scores_gemma":[0.0001034483,0.002566643,0.9955707,0.00002748768,0.0000859869,0.0002258236,0.0001334772,0.0005610069,0.0002286752,0.00005128875,0.0004386896,0.000006769381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977775,0.0005431771,0.00003663801,0.00007628762,0.000007815099,0.0000183715,0.0001652897,0.000004889729,0.00136993],"genre_scores_gemma":[0.9996015,0.0000993715,0.00003148275,0.0000261241,0.000008467441,0.00000755981,0.0001344563,7.560649e-7,0.00009019216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072837,"threshold_uncertainty_score":0.02133185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179066843872294,"score_gpt":0.3072493625868214,"score_spread":0.289342678199592,"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."}}