{"id":"W4387208082","doi":"10.1016/j.ijrobp.2023.06.300","title":"Validation of a Genomic Classifier in the NRG Oncology/RTOG 0521 Phase III Trial of Docetaxel with Androgen Suppression and Radiotherapy for Localized High-Risk Prostate Cancer","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Oncology; Internal medicine; Prostate cancer; Docetaxel; Radiation therapy; Biopsy; Prostatectomy; Proportional hazards model; 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":[0.004337138,0.0007362692,0.001146092,0.0005549368,0.0004247844,0.001249591,0.0008978944,0.001020278,0.001464766],"category_scores_gemma":[0.005359489,0.000240641,0.0008068394,0.0003986748,0.0005490062,0.0005413781,0.0006225873,0.0008941594,0.0006921039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581386,"about_ca_system_score_gemma":0.0008805819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304676,"about_ca_topic_score_gemma":0.002480588,"domain_scores_codex":[0.9982222,0.0009361143,0.0001006746,0.000368479,0.0002503487,0.000122222],"domain_scores_gemma":[0.9983515,0.0009240257,0.0002179608,0.0001656326,0.0001639289,0.0001771257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04814223,0.007237501,0.4847493,0.0009398735,0.003815956,0.0004318282,0.0004069514,0.03938312,0.03945764,0.001046389,0.0217677,0.3526215],"study_design_scores_gemma":[0.0237661,0.04747067,0.45524,0.0004370289,0.008548426,0.002017192,0.0007764698,0.3914786,0.03258391,0.00554753,0.03190607,0.0002279511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922444,0.001394682,0.002088153,0.0006293344,0.0001485119,0.0002063094,0.001814899,0.0001133148,0.001360283],"genre_scores_gemma":[0.988103,0.000303095,0.003537814,0.0004282915,0.0001017992,0.0001795116,0.006454947,0.00003773578,0.0008537241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004337138,"threshold_uncertainty_score":0.02293724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03658173849104125,"score_gpt":0.3993739773706397,"score_spread":0.3627922388795984,"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."}}