{"id":"W2604768144","doi":"10.1016/j.eururo.2017.03.036","title":"Validation of a Genomic Risk Classifier to Predict Prostate Cancer-specific Mortality in Men with Adverse Pathologic Features","year":2017,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Prostatectomy; Odds ratio; Receiver operating characteristic; Confidence interval; Logistic regression; Internal medicine; Gynecology; Prostate-specific antigen; Oncology; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003589295,0.0001570288,0.0003082932,0.00008601982,0.00008765628,0.00001320379,0.0001498105,0.00004005957,0.00005768551],"category_scores_gemma":[0.00005096531,0.0001126361,0.00004454033,0.00004992863,0.0001553888,0.00005722197,0.00009474003,0.000179042,0.00003624216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004273,"about_ca_system_score_gemma":0.00006288733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723587,"about_ca_topic_score_gemma":0.000137742,"domain_scores_codex":[0.9987637,0.0002198961,0.000250336,0.0004006033,0.0001212371,0.0002442589],"domain_scores_gemma":[0.9988849,0.00002716339,0.0002889346,0.0006306234,0.00006384361,0.0001045152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0010589,0.0001771766,0.9863206,0.00002232201,0.00008747561,0.0007711393,0.0008854638,0.0004107251,0.002416409,0.0000329295,0.001064595,0.006752273],"study_design_scores_gemma":[0.002659858,0.001473491,0.9892498,0.00003585228,0.0001231725,0.00002235963,0.00004846125,0.00001204729,0.001794053,0.00002910987,0.004455375,0.00009637476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853067,0.0004958848,0.00001226418,0.0009783041,0.00009771718,0.0008227286,0.0001287647,0.00002599269,0.01213167],"genre_scores_gemma":[0.997495,0.001627051,0.0001585115,0.0002241334,0.00008452771,0.00009239861,0.00003445887,0.00002819778,0.0002557408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218831,"threshold_uncertainty_score":0.4593166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679222679725867,"score_gpt":0.2820921176976257,"score_spread":0.255299890900367,"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."}}