{"id":"W2039288420","doi":"10.3109/1354750x.2010.511268","title":"Multi-gene biomarker panel for reference free prostate cancer diagnosis: determination and independent validation","year":2010,"lang":"en","type":"article","venue":"Biomarkers","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atlantic Cancer Research Institute","funders":"","keywords":"Prostate cancer; Biomarker; Receiver operating characteristic; Medicine; Biomarker discovery; Cancer; Prostate; Oncology; Computational biology; Internal medicine; Proteomics; Gene; Biology","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":[0.0002126984,0.0001413422,0.00008877178,0.00004856965,0.0001151328,0.00002909885,0.0001785913,0.0002514432,0.00001368087],"category_scores_gemma":[0.00009704301,0.0001326549,0.00004666298,0.00005966985,0.0001036511,0.000005534641,0.0001085784,0.00006229135,0.000001026784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000120425,"about_ca_system_score_gemma":0.00004076072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008841168,"about_ca_topic_score_gemma":0.0002378444,"domain_scores_codex":[0.9991454,0.00002884268,0.0001710593,0.0004083155,0.00006546232,0.0001809325],"domain_scores_gemma":[0.9993356,0.00001424486,0.0001042986,0.0003644414,0.0001104575,0.00007097475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005440138,0.00004609059,0.01239179,0.00001415142,0.00003752728,4.221794e-7,0.00001018259,2.429687e-7,0.9570183,0.00005363652,0.001240915,0.02913236],"study_design_scores_gemma":[0.0008663695,0.0001030959,0.06487542,0.000009681346,0.00003879873,0.00001052802,0.00001543913,0.0003874047,0.8820744,0.0001362331,0.05123939,0.000243208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989041,0.0003344136,0.008709197,0.0004899284,0.0001164829,0.0008352767,0.0003842971,0.00003244719,0.00005693775],"genre_scores_gemma":[0.9687879,0.0005878059,0.02666093,0.0001403157,0.00004990001,0.002986757,0.0006332623,0.00002255313,0.0001305631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07494385,"threshold_uncertainty_score":0.540951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423666980434514,"score_gpt":0.3164480488628603,"score_spread":0.2822113790585151,"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."}}