{"id":"W2263511745","doi":"10.1016/j.urology.2016.01.012","title":"Decipher Genomic Classifier Measured on Prostate Biopsy Predicts Metastasis Risk","year":2016,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"","keywords":"Medicine; DECIPHER; Prostatectomy; Prostate cancer; Biopsy; Hazard ratio; Prostate biopsy; Prostate; Oncology; Prostate-specific antigen; Proportional hazards model; Metastasis; Internal medicine; Confidence interval; Cancer; Pathology; Bioinformatics","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":[0.001593038,0.0004738805,0.0004614079,0.001091734,0.0002801928,0.0009961758,0.0003807948,0.0003984354,0.001987828],"category_scores_gemma":[0.005400485,0.0002077339,0.0004332772,0.0004549985,0.0002321581,0.0005396709,0.0008158949,0.0004832298,0.0003913105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534181,"about_ca_system_score_gemma":0.000215893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007353258,"about_ca_topic_score_gemma":0.001682719,"domain_scores_codex":[0.9991774,0.0002162065,0.00006664657,0.0002554013,0.0001945286,0.00008978767],"domain_scores_gemma":[0.9971541,0.001111248,0.0009052401,0.0003172522,0.0002968192,0.000215362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003190051,0.00003487323,0.9883016,0.00002905088,0.0001117055,0.0000799893,0.00002942563,0.0008481499,0.001635898,0.0000444555,0.0003593731,0.00820653],"study_design_scores_gemma":[0.00002128646,0.0002673152,0.9839308,0.00002075364,0.000150299,0.001031938,0.00007693232,0.01048805,0.00279945,0.0002683843,0.0009253902,0.00001935391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952284,0.0004943258,0.002188945,0.00009281396,0.00001969598,0.00001663568,0.00127841,0.00003633985,0.0006444704],"genre_scores_gemma":[0.9970129,0.0001146823,0.001244129,0.00003740217,0.00002234958,0.00001298844,0.001233654,0.000009518964,0.00031247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001987828,"threshold_uncertainty_score":0.008424878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260284905159777,"score_gpt":0.2620684276047101,"score_spread":0.2360399370887324,"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."}}