{"id":"W2063106182","doi":"10.1373/clinchem.2009.126870","title":"The Search for New Prostate Cancer Biomarkers Continues","year":2009,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Prostate cancer; Medicine; Sarcosine; Cancer; Prostate-specific antigen; Oncology; Disease; Prostate; 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":[0.0004389472,0.0001354415,0.0001797746,0.000003998408,0.0001244042,0.00004455306,0.0002757465,0.0001986667,0.00001761522],"category_scores_gemma":[0.0003005235,0.000100709,0.000231406,0.0000480202,0.0001748833,0.000002278527,0.00004780606,0.0001356233,0.000003080777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000102291,"about_ca_system_score_gemma":0.0003343754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000014364,"about_ca_topic_score_gemma":0.00001200631,"domain_scores_codex":[0.9988245,0.00002520216,0.0003426746,0.0003722594,0.0001031266,0.0003322589],"domain_scores_gemma":[0.9991435,0.00008177214,0.00008405635,0.0003834467,0.000112176,0.0001949883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006524164,0.00005211909,0.003495708,0.0000215047,0.00009861949,6.697555e-8,0.00001655633,0.000002549854,0.216446,0.00002219299,0.6432769,0.1359154],"study_design_scores_gemma":[0.00100732,0.00007944227,0.002093135,0.00001219959,0.00002490854,0.0000016118,0.00003551542,0.000009546196,0.1475139,0.0001081458,0.8489817,0.0001325914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951716,0.02391636,0.0002484431,0.01016504,0.007955207,0.0007216391,0.0001305154,0.00005074887,0.005096047],"genre_scores_gemma":[0.6318544,0.03239683,0.001170242,0.004617679,0.140611,0.0002172298,0.0004020628,0.0001020423,0.1886285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3198616,"threshold_uncertainty_score":0.4106796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920523595808592,"score_gpt":0.3738024919996081,"score_spread":0.3445972560415221,"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."}}