{"id":"W2098618865","doi":"10.1371/journal.pone.0045802","title":"Blood-Based Biomarkers of Aggressive Prostate Cancer","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Prostate cancer; Medicine; Oncology; Blood test; Rectal examination; Biomarker; Prostate; Internal medicine; Prostate-specific antigen; Cancer; Prostate biopsy; Microarray; Bioinformatics; Pathology; Gene expression; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004272572,0.0004651222,0.0003435662,0.001107007,0.0001367324,0.000578889,0.000205793,0.0002980022,0.001336774],"category_scores_gemma":[0.0006845614,0.0001176135,0.0001460005,0.0007212149,0.0002550062,0.0001627968,0.0002407328,0.0004188985,0.0005147353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234708,"about_ca_system_score_gemma":0.0002788058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000408914,"about_ca_topic_score_gemma":0.0004657655,"domain_scores_codex":[0.9997123,0.00006803714,0.00002120485,0.00007119318,0.000094299,0.00003298537],"domain_scores_gemma":[0.9995781,0.00008597142,0.0001379213,0.00002147929,0.000101218,0.00007541224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002199735,0.0003936972,0.4579343,0.0005979624,0.0002611578,0.0002526322,0.0001998619,0.001408067,0.4478724,0.000573339,0.00171548,0.08659135],"study_design_scores_gemma":[0.00007340527,0.001954237,0.7988323,0.000141876,0.0003594914,0.00214517,0.0001940571,0.004086032,0.1776887,0.001177805,0.01328065,0.00006629052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829105,0.007902819,0.004509304,0.0001558261,0.00004615356,0.00008978206,0.002201166,0.0001517245,0.002032778],"genre_scores_gemma":[0.9913139,0.001298434,0.004278703,0.00009993088,0.00003863968,0.00007284422,0.001769507,0.00000757886,0.001120384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001336774,"threshold_uncertainty_score":0.004471958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04334031245212952,"score_gpt":0.2744763165866324,"score_spread":0.2311360041345029,"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."}}