{"id":"W2094780709","doi":"10.1016/j.juro.2014.02.1950","title":"MP63-13 REPEAT PROSTATE-SPECIFIC ANTIGEN TESTING REDUCES UNNECESSARY PROSTATE BIOPSIES.","year":2014,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Prostate-specific antigen; Prostate; Biopsy; Prostate biopsy; Gynecology; Urology; Prostate cancer screening; Cancer; General surgery; Internal medicine","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":[0.0005798084,0.0001572352,0.0003922397,0.0004234462,0.0002761255,0.0005507274,0.0005342552,0.000559931,0.01572356],"category_scores_gemma":[0.003829384,0.000209305,0.0007340994,0.0004128345,0.0003299542,0.0004598577,0.0003754391,0.0006704793,0.002422669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005297892,"about_ca_system_score_gemma":0.0009927507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01046927,"about_ca_topic_score_gemma":0.03378101,"domain_scores_codex":[0.9994569,0.0001107408,0.0000218339,0.00005002078,0.0002875347,0.00007297371],"domain_scores_gemma":[0.9986721,0.0002657594,0.0004512501,0.00005910168,0.000172118,0.0003797132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009784361,0.00298993,0.2675007,0.0008841107,0.0005191449,0.0002165811,0.0001777637,0.000369606,0.003059365,0.000183489,0.0520059,0.662309],"study_design_scores_gemma":[0.0006752965,0.009071574,0.9742441,0.0003300573,0.0003928005,0.00119377,0.0002228429,0.0005189079,0.001384564,0.000149916,0.0117884,0.00002774588],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9244337,0.03121323,0.0005959693,0.009138497,0.0005691219,0.0003297479,0.002381516,0.0003891276,0.03094905],"genre_scores_gemma":[0.9831976,0.005536587,0.0008836777,0.001225662,0.000292891,0.00004148978,0.0007216131,0.00003136228,0.00806903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01572356,"threshold_uncertainty_score":0.05260056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02656307738777663,"score_gpt":0.2642286724333263,"score_spread":0.2376655950455497,"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."}}