{"id":"W3211295995","doi":"10.1016/j.ijrobp.2021.07.133","title":"Validation of a 22-gene Genomic Classifier in the NRG Oncology/RTOG 9202, 9413 and 9902 Phase III Randomized Trials: A Biopsy-Based Individual Patient Meta-Analysis in High-Risk Prostate Cancer","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Internal medicine; Prostatectomy; Interquartile range; Oncology; Prostate cancer; Randomized controlled trial; Concordance; Biopsy; Clinical endpoint; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02718638,0.002755561,0.007990107,0.001138466,0.0006483902,0.003162266,0.001680962,0.002021151,0.002223717],"category_scores_gemma":[0.02661208,0.001081431,0.02038006,0.001389182,0.0009758784,0.001823628,0.001309296,0.002850072,0.0004222874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007822143,"about_ca_system_score_gemma":0.0009849741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671185,"about_ca_topic_score_gemma":0.003260837,"domain_scores_codex":[0.9797438,0.01530716,0.001119985,0.002519429,0.0009099093,0.0003996925],"domain_scores_gemma":[0.984971,0.01131248,0.001357999,0.001621999,0.0004429721,0.0002934932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.1105219,0.0002554697,0.0446315,0.005862893,0.8057149,0.0001902953,0.0001211462,0.006459053,0.002617133,0.000377287,0.001596917,0.02165154],"study_design_scores_gemma":[0.02694233,0.004531512,0.02443935,0.0003917241,0.9319371,0.0002201073,0.00008658453,0.006753981,0.0008782505,0.001751383,0.001986763,0.00008098043],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7575184,0.2097135,0.02170252,0.002209561,0.001785026,0.0007359967,0.003554367,0.0004970857,0.002283543],"genre_scores_gemma":[0.9878985,0.004998985,0.003599865,0.0009445143,0.0003182191,0.0002588912,0.001260415,0.0001260311,0.0005946351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02718638,"threshold_uncertainty_score":0.143777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09645569716986015,"score_gpt":0.4185580298989395,"score_spread":0.3221023327290794,"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."}}