{"id":"W1907389461","doi":"10.1093/aje/kwv086","title":"Invited Commentary: Screening and the Elusive Etiology of Prostate Cancer","year":2015,"lang":"en","type":"letter","venue":"American Journal of Epidemiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; Institute of Cancer Research; National Cancer Institute; National Institutes of Health; Breakthrough Breast Cancer","keywords":"Medicine; Prostate cancer; Etiology; Prostate cancer screening; Epidemiology; Cancer; Population; Demography; Gynecology; Gerontology; Environmental health; Prostate-specific antigen; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005888617,0.001334955,0.002203329,0.001162956,0.003441313,0.002565753,0.003435497,0.04090885,0.007358595],"category_scores_gemma":[0.04658377,0.0008937377,0.002116247,0.0009265866,0.002330017,0.004737581,0.001289976,0.03305918,0.007221084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004951422,"about_ca_system_score_gemma":0.005558567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007933605,"about_ca_topic_score_gemma":0.008219452,"domain_scores_codex":[0.99468,0.001927992,0.0006162449,0.0006651102,0.001687531,0.0004231427],"domain_scores_gemma":[0.9819394,0.009517736,0.001109976,0.0003651599,0.005066515,0.002001291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002674583,0.00001330667,0.0002181116,0.00006259768,0.00001146757,0.0004937336,0.00007007391,0.00002341912,0.00004543722,0.0002965681,0.9958013,0.002937265],"study_design_scores_gemma":[0.0001742223,0.0001213647,0.001996679,0.00136025,0.0001051785,0.004064495,0.0005198942,0.0004495492,0.000366084,0.005019869,0.9856931,0.0001294997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002014449,0.001880662,0.00004880052,0.9526809,0.04405665,0.00001354882,0.00008664311,0.00002843381,0.001002994],"genre_scores_gemma":[0.001901768,0.001462947,0.0001033,0.9137892,0.07978378,0.00002990816,0.00003811311,0.00001994016,0.002871034],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04090885,"threshold_uncertainty_score":0.03592521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04841571508197796,"score_gpt":0.3569557499288795,"score_spread":0.3085400348469015,"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."}}