{"id":"W2913362857","doi":"10.1371/journal.pone.0210434","title":"Recent incidence and surgery trends for prostate cancer: Towards an attenuation of overdiagnosis and overtreatment?","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Society of General Internal Medicine","keywords":"Overdiagnosis; Medicine; Prostate cancer; Prostatectomy; Incidence (geometry); Cancer; Prostate; Mortality rate; Gynecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00239992,0.0003618834,0.0003329653,0.001308942,0.0002354526,0.0011919,0.0005341646,0.000683377,0.002759438],"category_scores_gemma":[0.006271017,0.0002118975,0.0006661393,0.002610611,0.0005123001,0.00128081,0.0005510947,0.000655632,0.000465353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007685558,"about_ca_system_score_gemma":0.0007981362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01612691,"about_ca_topic_score_gemma":0.01423294,"domain_scores_codex":[0.9990546,0.0002372683,0.0001048909,0.0002770931,0.0001840843,0.0001419735],"domain_scores_gemma":[0.9927007,0.00117839,0.003808938,0.0005672624,0.001306184,0.0004384507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001553476,0.00002235645,0.9860256,0.0001573439,0.0001047779,0.0000562099,0.0005670642,0.0001947189,0.0003099882,0.0002023818,0.0005366208,0.01166762],"study_design_scores_gemma":[0.000001659209,0.00004120892,0.9989014,0.00002028979,0.00001914223,0.0000474158,0.0001186745,0.0001544095,0.00003881375,0.00003711387,0.0006161833,0.000003530335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805583,0.008557851,0.001083097,0.003364937,0.0001240911,0.00002418964,0.002997741,0.00006721402,0.003222466],"genre_scores_gemma":[0.9965964,0.001218737,0.0003090379,0.0001878062,0.000134356,0.000008777045,0.001298211,0.00001219749,0.0002343866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01612691,"threshold_uncertainty_score":0.03206605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05310468019994739,"score_gpt":0.2937924310280844,"score_spread":0.240687750828137,"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."}}