{"id":"W2921914635","doi":"10.1200/jco.2019.37.7_suppl.17","title":"Genomic validation of three-tiered sub-classification of high-risk prostate cancer.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"","keywords":"Prostate cancer; Medicine; Prostate; Cancer; Oncology; Prostate-specific antigen; Internal medicine; DECIPHER; Risk assessment; Bioinformatics; Biology","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":[0.001972162,0.0003194164,0.0003643783,0.001181828,0.0003293489,0.000724805,0.0004183982,0.0004150197,0.001309745],"category_scores_gemma":[0.005175169,0.0001102194,0.0003560744,0.0007025734,0.0004600771,0.0002707085,0.000739845,0.0003268917,0.0005278549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003952582,"about_ca_system_score_gemma":0.0004322191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001873565,"about_ca_topic_score_gemma":0.002979847,"domain_scores_codex":[0.9987385,0.0003165441,0.000128669,0.0003548058,0.000304597,0.0001568951],"domain_scores_gemma":[0.9962912,0.001364983,0.0008208512,0.0004850714,0.0006804602,0.000357584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003343181,0.00003437282,0.9890661,0.00003469462,0.00008393541,0.0000551395,0.00007431409,0.000514742,0.003057274,0.00006926768,0.0002391398,0.00643673],"study_design_scores_gemma":[0.00002215205,0.0002719451,0.9879221,0.000013183,0.000111219,0.0008483072,0.0001044161,0.004433307,0.00498133,0.0002476856,0.001031993,0.00001225987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948522,0.0003325957,0.002024323,0.00004414764,0.00001236371,0.00005147318,0.001570249,0.00005063922,0.00106199],"genre_scores_gemma":[0.995258,0.00005369997,0.001496936,0.00004146431,0.000009202071,0.00003230769,0.002879535,0.000009272218,0.0002194703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001972162,"threshold_uncertainty_score":0.01042998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403687369115762,"score_gpt":0.4712285187700063,"score_spread":0.33085978185843,"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."}}