{"id":"W2942029045","doi":"10.1097/01.ju.0000556415.00894.25","title":"PD40-04 A GENOMIC CLASSIFIER SHOWS IMPROVED PREDICTION OF ONCOLOGIC OUTCOMES IN AFRICAN-AMERICAN MEN TREATED WITH RADICAL PROSTATECTOMY","year":2019,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Classifier (UML); Prostate cancer; Urology; General surgery; Internal medicine; Artificial intelligence; Cancer","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":[0.0009658075,0.0002977841,0.0004224887,0.0006647923,0.0004819244,0.001010513,0.0003744769,0.0005449714,0.00624504],"category_scores_gemma":[0.004173329,0.0001727429,0.0005954981,0.0006082628,0.0002424387,0.000524189,0.0005242639,0.000929079,0.001315553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003702362,"about_ca_system_score_gemma":0.0003793611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003516165,"about_ca_topic_score_gemma":0.004278842,"domain_scores_codex":[0.9996362,0.00009238599,0.00002750032,0.00009559958,0.00008900856,0.00005930503],"domain_scores_gemma":[0.9987457,0.0004115584,0.0003343929,0.00008336924,0.0002126005,0.0002122433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002015932,0.00017353,0.9263097,0.00007098998,0.000215552,0.0001076704,0.00008746317,0.0008499945,0.001930376,0.0001852433,0.01095738,0.05709616],"study_design_scores_gemma":[0.0002380896,0.00107699,0.9601957,0.0001442816,0.0005790245,0.0008554261,0.0004459422,0.01278724,0.003606782,0.0015331,0.01847166,0.00006572239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833522,0.00258024,0.0008707494,0.003310416,0.0002884686,0.00002920844,0.003450952,0.0001110802,0.006006618],"genre_scores_gemma":[0.9905917,0.0008720619,0.001112613,0.0008969268,0.0002804205,0.0000284067,0.003251781,0.00003357357,0.002932501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00624504,"threshold_uncertainty_score":0.02089179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1187156230520173,"score_gpt":0.3507746011709271,"score_spread":0.2320589781189097,"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."}}