{"id":"W2528516628","doi":"10.1016/j.ijrobp.2016.06.279","title":"The Use of a Biopsy-Based Genomic Classifier to Predict the Risk of Distant Metastasis After Definitive Radiation and Short-Course Androgen Deprivation Therapy for Intermediate- and High-Risk Prostate Cancer","year":2016,"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":"Genome British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Hazard ratio; Prostatectomy; Androgen deprivation therapy; Biochemical recurrence; Radiation therapy; Biopsy; Metastasis; Oncology; Internal medicine; Prostate; Cancer; Urology; Confidence interval","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":[0.0008479183,0.0003833188,0.0006043481,0.001027008,0.0002556881,0.0008128285,0.0003907042,0.0006141233,0.0006118786],"category_scores_gemma":[0.003990278,0.0001474124,0.0003769439,0.0004397023,0.0001513854,0.0004373899,0.0003542906,0.0004171981,0.0001986131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002546942,"about_ca_system_score_gemma":0.0003527894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827673,"about_ca_topic_score_gemma":0.00333252,"domain_scores_codex":[0.9996278,0.0001032585,0.00003988309,0.00008384811,0.0001008275,0.00004436768],"domain_scores_gemma":[0.9985368,0.000802824,0.0002043985,0.00006873603,0.0002465832,0.0001405377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001688835,0.0003740001,0.8891148,0.00005884383,0.0003616479,0.0002474759,0.00006076995,0.007732719,0.00641526,0.0001469923,0.0009342685,0.09286447],"study_design_scores_gemma":[0.0002059051,0.001724459,0.7199416,0.00004133369,0.0007373887,0.001225953,0.0002263367,0.2693222,0.004230501,0.001113184,0.001171282,0.00005980096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937396,0.0005835113,0.004156095,0.0002210153,0.00005791457,0.00003561293,0.0004426607,0.00005578063,0.0007077959],"genre_scores_gemma":[0.9970806,0.0001108508,0.002023933,0.00005018352,0.00003973608,0.00001295669,0.0005020875,0.000004733251,0.0001747926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001827673,"threshold_uncertainty_score":0.004484296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631795269641187,"score_gpt":0.3407015541103954,"score_spread":0.3043836014139836,"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."}}