{"id":"W2106556127","doi":"10.1016/j.ijrobp.2014.04.052","title":"Genomic Prostate Cancer Classifier Predicts Biochemical Failure and Metastases in Patients After Postoperative Radiation Therapy","year":2014,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"Genome British Columbia","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Receiver operating characteristic; Prostatectomy; Nomogram; Cumulative incidence; Hazard ratio; Radiation therapy; Internal medicine; Proportional hazards model; Incidence (geometry); Urology; Area under the curve; Oncology; Nuclear medicine; Gastroenterology; Cancer; Confidence interval; Cohort","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":[0.0003803101,0.0002005876,0.0002139137,0.0004082012,0.0001120247,0.0002832399,0.0001554501,0.0002647124,0.0006940349],"category_scores_gemma":[0.002101556,0.000067293,0.0001757711,0.0002455979,0.0001496595,0.0001725334,0.0001977286,0.0002241256,0.0001438099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399173,"about_ca_system_score_gemma":0.0001524959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037191,"about_ca_topic_score_gemma":0.001285239,"domain_scores_codex":[0.9998701,0.00003860389,0.00001019362,0.00002622499,0.00003301714,0.0000218616],"domain_scores_gemma":[0.9992554,0.000298145,0.0002427082,0.00003399166,0.00006587424,0.0001038069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001652804,0.00001811859,0.9956306,0.000005950169,0.00002412447,0.00002876796,0.00001574142,0.0003198883,0.0004377938,0.0000114213,0.00008360726,0.003258759],"study_design_scores_gemma":[0.00001366581,0.000300885,0.9923205,0.000006058558,0.00004692945,0.0003614151,0.00005388334,0.006135197,0.0004496524,0.00007876926,0.0002285666,0.00000447737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993004,0.0001573982,0.0002514105,0.00003894031,0.000003553116,0.000002917066,0.00008402184,0.00000763252,0.0001536332],"genre_scores_gemma":[0.9997299,0.00001912386,0.0001038473,0.00001110361,0.000003895157,0.000001523262,0.0000960614,9.164407e-7,0.00003358801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001037191,"threshold_uncertainty_score":0.00232178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639347299094469,"score_gpt":0.3279302965722462,"score_spread":0.3115368235813015,"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."}}