{"id":"W3171441932","doi":"10.1200/jco.2021.39.15_suppl.5005","title":"A prospective validation of the genomic classifier to define high-metastasis risk in a subset of African American men with early localized prostate cancer: VanDAAM study.","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"National Institutes of Health","keywords":"Medicine; Prospective cohort study; Oncology; Prostate cancer; DECIPHER; Metastasis; Cohort; Classifier (UML); Biopsy; Internal medicine; Cancer; Artificial intelligence; Bioinformatics; Biology; Computer science","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":[0.004017312,0.0005918118,0.0004509752,0.0003111784,0.0007141053,0.0007157564,0.0007352431,0.0006693084,0.001496427],"category_scores_gemma":[0.003917807,0.0004405334,0.0006273821,0.0003075882,0.0005303925,0.0005049155,0.0007841595,0.000817918,0.0005467544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003400022,"about_ca_system_score_gemma":0.0007414868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628276,"about_ca_topic_score_gemma":0.002104036,"domain_scores_codex":[0.9988752,0.0006536034,0.00003945128,0.0002071899,0.0001212049,0.0001034074],"domain_scores_gemma":[0.9978193,0.0005804239,0.0004387073,0.0004734341,0.0002503954,0.0004377736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0299092,0.003932174,0.9485171,0.00006913426,0.000482383,0.0001636602,0.000546697,0.0003320521,0.006306132,0.0001655161,0.0006203665,0.008955597],"study_design_scores_gemma":[0.005801664,0.0400188,0.943361,0.00004324815,0.0006782644,0.0006723792,0.0006736045,0.002891958,0.002961011,0.0003785107,0.002472633,0.00004688261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991697,0.00008566643,0.0001850651,0.00003015811,0.000008124612,0.0001272446,0.0002190939,0.000003382914,0.0001715902],"genre_scores_gemma":[0.9984742,0.00003575282,0.0004332793,0.00006725683,0.00002081434,0.0001387267,0.0005317245,0.000005076199,0.0002931573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004017312,"threshold_uncertainty_score":0.02124584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06911415077130584,"score_gpt":0.4387584864176924,"score_spread":0.3696443356463866,"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."}}