{"id":"W2269292530","doi":"10.1016/j.ijrobp.2015.07.320","title":"Validation of a Genomic Classifier for Prediction of Metastasis Following Postoperative Salvage Radiation Therapy","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome British Columbia","funders":"National Cancer Institute; National Institutes of Health; Jazz Pharmaceuticals","keywords":"Medicine; Prostate cancer; Metastasis; Prostatectomy; Oncology; Internal medicine; Radiation therapy; Proportional hazards model; Salvage therapy; Cancer; Chemotherapy","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":[0.001775944,0.0005471024,0.0008569154,0.001579915,0.0004113576,0.001146592,0.0006835646,0.00092354,0.001042343],"category_scores_gemma":[0.00436545,0.0001712977,0.0005243086,0.0007058417,0.0002878571,0.0004165306,0.0005745589,0.0005514545,0.0005952195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000307543,"about_ca_system_score_gemma":0.0005332588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001781599,"about_ca_topic_score_gemma":0.002173461,"domain_scores_codex":[0.99907,0.0002184168,0.00009047664,0.0002578423,0.0002358338,0.0001274203],"domain_scores_gemma":[0.9972625,0.00153163,0.0002911965,0.000205955,0.0005465951,0.0001621995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001562542,0.0009562828,0.7557159,0.0001851044,0.0005668084,0.0004519413,0.0001298644,0.01809059,0.03369668,0.0002916008,0.004000612,0.1843521],"study_design_scores_gemma":[0.0002773501,0.002007468,0.487551,0.0001198508,0.001170096,0.001624117,0.0003554687,0.4778447,0.02335963,0.001574253,0.004044692,0.00007130321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838825,0.0007285647,0.01130368,0.0002549464,0.0001114045,0.00009368773,0.002260179,0.0002121262,0.001152792],"genre_scores_gemma":[0.9905902,0.0001239285,0.005060293,0.00006478246,0.00005524169,0.0000487469,0.003639159,0.00001272416,0.0004048136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001781599,"threshold_uncertainty_score":0.009392262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07522353382725602,"score_gpt":0.3895627843490779,"score_spread":0.3143392505218219,"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."}}