{"id":"W3043586291","doi":"10.1016/s2666-1683(20)33739-3","title":"Differences in contemporary biopsy Gleason score distribution in large cohorts of men diagnosed with prostate cancer from China and Canada","year":2020,"lang":"en","type":"article","venue":"European Urology Open Science","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Medicine; China; Oncology; Internal medicine; Demography; Gynecology; Cancer; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006038593,0.0003507881,0.0005552327,0.001507459,0.002143452,0.001402258,0.001170937,0.0006246968,0.0023472],"category_scores_gemma":[0.002719528,0.0003874369,0.0008492416,0.003879043,0.001008056,0.0004826392,0.001101312,0.0008284043,0.0002117729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00816562,"about_ca_system_score_gemma":0.01009567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9286696,"about_ca_topic_score_gemma":0.9496744,"domain_scores_codex":[0.9990522,0.0000864713,0.00006240167,0.0002403605,0.0001821243,0.0003764523],"domain_scores_gemma":[0.9982783,0.0001282695,0.0003229816,0.0001230799,0.0005593507,0.000588058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007488479,0.000007806218,0.997607,0.000008488881,0.0001139604,0.00006353136,0.0003214361,0.00005640936,0.00009041621,0.0001297406,0.000438223,0.001088046],"study_design_scores_gemma":[0.000005383029,0.00000929345,0.9985097,0.000008470276,0.00003279641,0.00007616614,0.0007572994,0.0001657531,0.0000227679,0.0000467069,0.0003574821,0.000008200964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995997,0.0006955921,0.00009897238,0.0003066979,0.00001944246,0.00001267892,0.001593443,0.000009079552,0.001267165],"genre_scores_gemma":[0.9984832,0.0002080811,0.00003496548,0.00007522612,0.000008342236,0.00000393997,0.0008834794,0.000004716929,0.0002980419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07133037,"threshold_uncertainty_score":0.1435009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659903287194916,"score_gpt":0.2623125418310611,"score_spread":0.235713508959112,"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."}}