{"id":"W4205691653","doi":"10.1016/j.canep.2021.102093","title":"Trends in Prostate Specific Antigen (PSA) testing and prostate cancer incidence and mortality in Australia: A critical analysis","year":2022,"lang":"en","type":"article","venue":"Cancer Epidemiology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Prostate cancer; Incidence (geometry); Prostate; Cancer; Urology; Gynecology; Prostate biopsy; Prostate-specific antigen; Population; Internal medicine; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00690634,0.0003746533,0.0009014901,0.004394437,0.0005782581,0.002073745,0.0008718524,0.001452388,0.0009475568],"category_scores_gemma":[0.02837327,0.0006593836,0.002450662,0.004987553,0.0006895836,0.001918695,0.001167904,0.002086611,0.0001123973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00723171,"about_ca_system_score_gemma":0.007730621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1355532,"about_ca_topic_score_gemma":0.1517219,"domain_scores_codex":[0.9958594,0.001362421,0.0008883085,0.0004875687,0.001071791,0.000330489],"domain_scores_gemma":[0.9822422,0.006427724,0.004333008,0.000511165,0.005608513,0.0008774379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009603448,0.0002576768,0.8864371,0.007132673,0.004933106,0.000332659,0.002324446,0.001130251,0.0004005773,0.001764761,0.008158184,0.08616821],"study_design_scores_gemma":[0.00005266936,0.0004102686,0.9869726,0.001978607,0.001741407,0.0002434603,0.001075136,0.001299994,0.0001211071,0.0002986983,0.005767337,0.00003857457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7667686,0.2045725,0.001116238,0.01810493,0.0009005144,0.0003731744,0.00377844,0.00003961239,0.004345972],"genre_scores_gemma":[0.9540764,0.03959616,0.001292848,0.002822784,0.0005937758,0.0001492349,0.000865712,0.00001484956,0.0005882651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1355532,"threshold_uncertainty_score":0.2695284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644277534478949,"score_gpt":0.4455897038994209,"score_spread":0.281161950451526,"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."}}