{"id":"W2113292061","doi":"10.4155/bio.11.203","title":"Biomarker Analysis for Prostate Cancer Diagnosis Using LC–MS and CE–MS","year":2011,"lang":"en","type":"review","venue":"Bioanalysis","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Biomarker; Cancer; Prostate; Medicine; Oncology; Chromatography; Internal medicine; Chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003891561,0.0006128386,0.002283511,0.0007812995,0.000203757,0.00007458534,0.000289456,0.0004008001,0.0001763689],"category_scores_gemma":[0.0001019283,0.0004757918,0.001909204,0.001483546,0.0001463657,0.000004661385,0.000281707,0.0000998703,0.000002200471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005305588,"about_ca_system_score_gemma":0.0001568904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007426236,"about_ca_topic_score_gemma":0.0006944581,"domain_scores_codex":[0.9975002,0.0001235896,0.0006830697,0.001081134,0.0001379327,0.0004740448],"domain_scores_gemma":[0.9983478,0.00004770309,0.0006110544,0.0006698041,0.0001759919,0.0001476082],"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":[0.00003386409,0.0001203118,0.00716354,0.003227674,0.06647699,0.000003279699,0.00003645756,0.000004182033,0.0001521649,0.00007242586,0.0008642768,0.9218448],"study_design_scores_gemma":[0.0001748478,0.00005114318,0.0001736636,0.0001818655,0.04899516,0.000001924866,0.00001258741,0.00006607654,0.00009124937,0.00002071467,0.9496506,0.000580207],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005263326,0.9965628,0.0006714223,0.00002070399,0.0001458977,0.0006203871,0.001303605,0.00001106217,0.000137736],"genre_scores_gemma":[0.0004839217,0.9941104,0.002384196,0.00003222977,0.0002135733,0.001119698,0.0007252218,0.00007004288,0.0008606843],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9487863,"threshold_uncertainty_score":0.9997694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07321456730555555,"score_gpt":0.3514147753696467,"score_spread":0.2782002080640912,"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."}}