{"id":"W3211281229","doi":"10.1016/j.euo.2021.09.006","title":"Epidemiology and Prevention of Prostate Cancer","year":2021,"lang":"en","type":"review","venue":"European Urology Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":609,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"World Health Organization","keywords":"Medicine; Incidence (geometry); Epidemiology; Prostate cancer; Family history; Disease; Demography; Mortality rate; Cancer; Diabetes mellitus; Cumulative incidence; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001001616,0.0003692776,0.003662501,0.0001793281,0.00004148188,0.000001596279,0.00009946724,0.0003429168,0.0002328345],"category_scores_gemma":[0.0003350607,0.000281465,0.0004056323,0.0001608778,0.0004179461,0.00002014076,0.0002110299,0.0005042774,0.00004246845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001994443,"about_ca_system_score_gemma":0.0008644027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001773834,"about_ca_topic_score_gemma":0.00001492155,"domain_scores_codex":[0.9948837,0.002890107,0.001061752,0.0007020112,0.00005949689,0.0004029582],"domain_scores_gemma":[0.9976431,0.0007992389,0.0008844693,0.000393351,0.0001096902,0.0001701131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004780509,0.0002523689,0.001737317,0.004398396,0.0008888994,0.0006849305,0.00007414733,6.099503e-7,3.839338e-7,0.0003590191,0.00211135,0.9894448],"study_design_scores_gemma":[0.001113198,0.002947703,0.001283529,0.002671608,0.003957912,0.0009723344,0.000007999259,7.336101e-7,9.523523e-7,0.00006636277,0.9868181,0.0001595826],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000150216,0.9925095,0.000008965218,0.0009951608,0.0004724881,0.001088651,0.00007180028,0.00003087672,0.004672314],"genre_scores_gemma":[0.00006943139,0.9965804,0.0005004987,0.0007740673,0.0002541736,0.0002796305,0.0003332281,0.00007493428,0.001133616],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9892852,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063804137201532,"score_gpt":0.4300278041064705,"score_spread":0.3236473903863172,"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."}}