{"id":"W2275578091","doi":"","title":"Clinical application of validated proteomic biomarkers to the diagnosis of prostate cancer","year":2007,"lang":"en","type":"article","venue":"","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Miraculins (Canada)","funders":"","keywords":"Prostate cancer; Medicine; Cancer; Prostate; Intraepithelial neoplasia; Biopsy; Gold standard (test); Prostate biopsy; Internal medicine; Oncology; Disease; Biomarker; Urology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003100072,0.0006057032,0.0006547774,0.00120957,0.0004191961,0.001484052,0.0004521396,0.0008376957,0.0008377889],"category_scores_gemma":[0.008096836,0.0003265634,0.0003248435,0.0009485919,0.0005007731,0.0003399538,0.0005477745,0.0006594257,0.0006124842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004577817,"about_ca_system_score_gemma":0.0006123162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007420902,"about_ca_topic_score_gemma":0.0007635182,"domain_scores_codex":[0.9979529,0.0008396038,0.0001894618,0.0002970074,0.0006073106,0.0001136483],"domain_scores_gemma":[0.998152,0.0005916725,0.0002969063,0.0001569546,0.0006704204,0.0001321616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00402025,0.001003888,0.5413761,0.0009377464,0.0006635921,0.003291396,0.0005675471,0.003846269,0.2527128,0.00129994,0.006609906,0.1836706],"study_design_scores_gemma":[0.0004253212,0.005508852,0.6426035,0.0003629873,0.0005829191,0.01317148,0.0004549804,0.0184026,0.2692994,0.001827935,0.04717563,0.0001844192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9332559,0.03231053,0.02016937,0.001630555,0.0005851033,0.0007574818,0.002490062,0.0003871334,0.008413914],"genre_scores_gemma":[0.974876,0.003464012,0.01760069,0.0008046516,0.0002314236,0.0002239136,0.001883741,0.00003088713,0.0008848985],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003100072,"threshold_uncertainty_score":0.01639491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05189117854543209,"score_gpt":0.4280993757130864,"score_spread":0.3762081971676543,"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."}}