{"id":"W4401326937","doi":"10.1200/po.24.00167","title":"Improving Access to Hereditary Testing in Pancreatic Ductal Carcinoma","year":2024,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Pancreas Centre (Canada); University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research; Canada Research Chairs; AstraZeneca Canada; AstraZeneca; Pfizer","keywords":"Pancreatic carcinoma; Pancreatic ductal adenocarcinoma; Medicine; Carcinoma; Oncology; Internal medicine; Pancreatic cancer; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001085493,0.0001327876,0.0001842014,0.0006899264,0.0006039159,0.001102804,0.0006550246,0.000349419,0.003851975],"category_scores_gemma":[0.008045999,0.000128459,0.0002923384,0.001129096,0.0004424428,0.0006051467,0.001417818,0.0005937659,0.0003013935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00284656,"about_ca_system_score_gemma":0.004941041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08196875,"about_ca_topic_score_gemma":0.09443624,"domain_scores_codex":[0.9985154,0.0004475022,0.0001022941,0.0002137524,0.0003082835,0.0004128273],"domain_scores_gemma":[0.9929141,0.001590351,0.00284881,0.0002494481,0.0005214726,0.001875782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001027712,0.0001861603,0.9555355,0.00007194155,0.00001868092,0.0003409628,0.0002830037,0.0004674165,0.0003224339,0.0001412773,0.001903929,0.04062591],"study_design_scores_gemma":[0.00005499555,0.000352827,0.9907938,0.0001709041,0.00003236884,0.001404886,0.001129524,0.001296556,0.0004361923,0.0003190397,0.003995462,0.00001347308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887196,0.001777888,0.0003468728,0.00291103,0.00003129421,0.00005095718,0.0006348341,0.0000714101,0.005456121],"genre_scores_gemma":[0.9977195,0.0007589401,0.000397098,0.0003487256,0.00004631796,0.00001683391,0.0003632236,0.000007109251,0.0003423306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08196875,"threshold_uncertainty_score":0.1629833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08624623307428479,"score_gpt":0.4163307433603118,"score_spread":0.330084510286027,"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."}}