{"id":"W1974414868","doi":"10.1517/17530050902893303","title":"Molecular biomarkers in prostate cancer","year":2009,"lang":"en","type":"article","venue":"Expert Opinion on Medical Diagnostics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Prostate cancer; Medicine; Nomogram; Prostate-specific antigen; Prostate; Cancer; Oncology; Disease; PCA3; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001649775,0.0002329929,0.0003543311,0.0001475651,0.00003803029,0.00001628242,0.000108503,0.0001425201,0.0003971636],"category_scores_gemma":[0.001048545,0.0001827765,0.00009353893,0.0002956412,0.00008603735,0.00004027006,0.00002481766,0.0002649985,0.00004822708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002849519,"about_ca_system_score_gemma":0.0002938426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131983,"about_ca_topic_score_gemma":0.000008160542,"domain_scores_codex":[0.9979721,0.0000525299,0.0003644961,0.0004077732,0.0007885117,0.0004145459],"domain_scores_gemma":[0.9987992,0.0002665971,0.00005739148,0.0002882744,0.00005999798,0.0005285096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008434743,0.004903689,0.06252661,0.00006774512,0.0002599409,0.004526522,0.001087705,0.00007429499,0.00041556,0.004632766,0.1343878,0.7862739],"study_design_scores_gemma":[0.02077846,0.007434304,0.367204,0.009379783,0.00004224174,0.0001078872,0.0003524081,0.001700455,0.0302664,0.001537558,0.5600278,0.001168683],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4276372,0.1480494,0.0001797986,0.4101683,0.00369155,0.003260621,0.00009333126,0.00033163,0.006588119],"genre_scores_gemma":[0.7229156,0.233134,0.0002960959,0.0427353,0.0003425822,0.0003953596,0.0001267409,0.00003226476,0.00002209777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7851052,"threshold_uncertainty_score":0.7453409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863785618969045,"score_gpt":0.3471806639368248,"score_spread":0.3285428077471343,"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."}}