{"id":"W2596327728","doi":"10.1016/j.eururo.2017.02.038","title":"Stromal Gene Expression is Predictive for Metastatic Primary Prostate Cancer","year":2017,"lang":"en","type":"article","venue":"European Urology","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; BC Cancer Agency; Genome British Columbia; University of British Columbia","funders":"National Cancer Institute; Canadian Institutes of Health Research","keywords":"Medicine; Prostate cancer; Nomogram; Prostatectomy; Oncology; Proportional hazards model; Stromal cell; Biochemical recurrence; Receiver operating characteristic; Gene signature; Metastasis; Internal medicine; Prostate; Cancer; Gene expression; Gene; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002537889,0.0001528709,0.0002619718,0.000063723,0.0003360856,0.00003560574,0.0001988782,0.00003022127,0.0001509446],"category_scores_gemma":[0.00008552596,0.0001095778,0.0000858527,0.00002379864,0.0002268112,0.0001041612,0.0001688689,0.0001678578,0.00005796577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006355742,"about_ca_system_score_gemma":0.000147643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001517795,"about_ca_topic_score_gemma":0.000001744313,"domain_scores_codex":[0.9987689,0.0001147381,0.0001751345,0.000383516,0.0001655668,0.0003921016],"domain_scores_gemma":[0.9990287,0.00005299827,0.0001391099,0.0005015857,0.0001242326,0.0001534107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.03220403,0.001223899,0.1884585,0.0009266931,0.001902436,0.002881052,0.006040221,0.00005203991,0.562228,0.00009957855,0.1124983,0.09148526],"study_design_scores_gemma":[0.02292446,0.007672727,0.7141925,0.0001437336,0.0008207292,0.0001339918,0.00009452123,0.0005722123,0.105095,0.000352803,0.1475507,0.0004465808],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571143,0.003424232,0.0007647974,0.01019181,0.0005505006,0.00219811,0.0006032101,0.0001069076,0.02504617],"genre_scores_gemma":[0.9826857,0.0006794643,0.001766818,0.001419361,0.0004300696,0.0002034631,0.0001442909,0.0000696102,0.01260116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5257341,"threshold_uncertainty_score":0.4468452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396201435661951,"score_gpt":0.3448793753675433,"score_spread":0.3009173610109238,"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."}}