{"id":"W2098442117","doi":"10.1373/clinchem.2008.110668","title":"Emerging Biomarkers for the Diagnosis and Prognosis of Prostate Cancer","year":2008,"lang":"en","type":"review","venue":"Clinical Chemistry","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Prostate cancer; Medicine; Cancer; Prostate-specific antigen; Prostate; PCA3; Biomarker; Oncology; Antigen; Management of prostate cancer; Internal medicine; Immunology; 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":[0.0002043351,0.0003651027,0.001842428,0.00002097723,0.00008872034,0.00001201725,0.0001422347,0.0003235404,0.00006222781],"category_scores_gemma":[0.0004559573,0.0002097659,0.000968849,0.000169511,0.0004250514,0.00001942797,0.00009183731,0.0003068949,0.000001338427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009835599,"about_ca_system_score_gemma":0.0005169596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001647604,"about_ca_topic_score_gemma":0.000001061394,"domain_scores_codex":[0.9978448,0.00003115066,0.001114004,0.0005637258,0.0001720699,0.0002742857],"domain_scores_gemma":[0.9965652,0.002077005,0.0006238939,0.0004123291,0.0001314015,0.000190132],"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":[0.00004939798,0.0002943336,0.02746258,0.02889116,0.001833952,0.00001321536,0.00001681378,3.524892e-8,2.518747e-7,6.718158e-7,0.01111274,0.9303249],"study_design_scores_gemma":[0.0010241,0.0001543262,0.0003169717,0.0174943,0.004121548,0.00002803104,0.00001569236,0.00000385248,0.0002393789,0.000004732359,0.9764002,0.0001968768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001014897,0.9948504,5.689428e-7,0.0008941242,0.0001717963,0.00250118,0.000453011,0.00002366582,0.00009033745],"genre_scores_gemma":[0.0001685228,0.9908475,0.0001138328,0.00008348597,0.0003776256,0.007953689,0.000135046,0.00006034347,0.0002599189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9652874,"threshold_uncertainty_score":0.8554007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314085956521937,"score_gpt":0.452845773179836,"score_spread":0.3214371775276423,"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."}}