{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000290139,0.0001654162,0.0002186828,0.0005422597,0.0001876038,0.0004994032,0.0001191157,0.0002452823,0.001986857],"category_scores_gemma":[0.001103064,0.00009585831,0.0001993541,0.0004992518,0.0003117801,0.0001812393,0.0002268581,0.0002713235,0.0002223941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001389314,"about_ca_system_score_gemma":0.0001867494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007530567,"about_ca_topic_score_gemma":0.001481318,"domain_scores_codex":[0.9998337,0.00005018224,0.00001219326,0.00002571451,0.00003963693,0.00003850307],"domain_scores_gemma":[0.9994075,0.0001824732,0.0001739834,0.00002524301,0.00007530452,0.0001355163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006464737,0.00003658035,0.9720755,0.00003866589,0.000082618,0.0002091461,0.00005737301,0.0001947505,0.01440188,0.00008961345,0.0003945992,0.01177283],"study_design_scores_gemma":[0.000007044991,0.0001197907,0.995128,0.000009292517,0.00005848827,0.0009423079,0.0001265847,0.000555624,0.001870575,0.000163727,0.001014176,0.00000435928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956624,0.00173697,0.0002512752,0.0002561701,0.00002716072,0.000004475913,0.0003175668,0.00001557048,0.001728373],"genre_scores_gemma":[0.9987866,0.0003409127,0.0001472826,0.00006044327,0.00003639622,0.000002008131,0.0002110897,0.000003348112,0.0004118199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001986857,"threshold_uncertainty_score":0.006646693,"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."}}