{"id":"W2897981610","doi":"10.1158/1055-9965.epi-18-0079","title":"Circulating Metabolic Biomarkers of Screen-Detected Prostate Cancer in the ProtecT Study","year":2018,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; University of Alberta; Princess Margaret Cancer Centre","funders":"National Heart, Lung, and Blood Institute; Medical Research Council; National Cancer Institute; Seventh Framework Programme; Novo Nordisk Fonden; Cancer Research UK; Academy of Finland; University of Bristol; National Institute for Health and Care Research; National Institutes of Health; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; European Commission; Cancer Research Institute; Royal Marsden NHS Foundation Trust; National Cancer Research Institute; Wellcome Trust; Wellcome","keywords":"Prostate cancer; Medicine; Oncology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002616433,0.0004419692,0.0005088375,0.0003896661,0.0003542556,0.0007577874,0.0004990984,0.0004752496,0.001526156],"category_scores_gemma":[0.004073102,0.0003553017,0.0009172566,0.0008818364,0.0003512423,0.0003019578,0.0006978292,0.0009510262,0.0002093986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001701553,"about_ca_system_score_gemma":0.0004174425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508334,"about_ca_topic_score_gemma":0.001687075,"domain_scores_codex":[0.9984945,0.0007969286,0.0001052051,0.000281158,0.0002176594,0.0001045301],"domain_scores_gemma":[0.9976604,0.000600594,0.0009200028,0.0004346415,0.0001635226,0.0002207676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002680382,0.0000577935,0.9914825,0.0001369977,0.001340719,0.0002038215,0.0000849145,0.0001193783,0.0008043209,0.0002419067,0.0005973555,0.002250011],"study_design_scores_gemma":[0.0003257811,0.0005897674,0.9940304,0.00004278273,0.001297571,0.0007694482,0.00008344542,0.0002452672,0.0004391299,0.000460943,0.001699539,0.00001600459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899793,0.003202796,0.001044561,0.00039667,0.00006024936,0.00007076937,0.003523292,0.00002466475,0.001697655],"genre_scores_gemma":[0.9979247,0.0003332514,0.0003619363,0.0001096206,0.00003919693,0.00003627641,0.001006845,0.000005809946,0.0001823871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002616433,"threshold_uncertainty_score":0.01383722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03597330863433082,"score_gpt":0.3558169704011926,"score_spread":0.3198436617668619,"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."}}