{"id":"W4405190701","doi":"10.3390/cancers16234116","title":"Prediagnostic Plasma Nutrimetabolomics and Prostate Cancer Risk: A Nested Case–Control Analysis Within the EPIC Study","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"School of Public Health, Imperial College London; Rijksinstituut voor Volksgezondheid en Milieu; Instituto de Salud Carlos III; Agència de Gestió d'Ajuts Universitaris i de Recerca; World Cancer Research Fund; Medical Research Council; Institut Gustave-Roussy; Agencia Estatal de Investigación; Deutsche Krebshilfe; Vetenskapsrådet; Institució Catalana de Recerca i Estudis Avançats; Cancerfonden; Cancer Research UK; World Health Organization; Kræftens Bekæmpelse; Universiteit Utrecht; Mutuelle Générale de l'Education Nationale; Associazione Italiana per la Ricerca sul Cancro; Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable; Imperial College London; Deutsches Krebsforschungszentrum; Ligue Contre le Cancer; Generalitat de Catalunya; European Regional Development Fund; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; Centres de Recerca de Catalunya; Institut National de la Santé et de la Recherche Médicale; Ministerie van Volksgezondheid, Welzijn en Sport; NIHR Imperial Biomedical Research Centre; Centre International de Recherche sur le Cancer","keywords":"Nested case-control study; EPIC; Prostate cancer; Medicine; Oncology; Case-control study; 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":[0.00346017,0.0005435033,0.0006317903,0.0004668067,0.0006947403,0.0007185508,0.0006832132,0.0005594171,0.0007677228],"category_scores_gemma":[0.003898669,0.0005746391,0.001094321,0.0006612017,0.0005484874,0.0002109456,0.0005951943,0.0005369679,0.0001153629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002820142,"about_ca_system_score_gemma":0.0003863093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005001877,"about_ca_topic_score_gemma":0.005377085,"domain_scores_codex":[0.9972966,0.001391248,0.0001381706,0.0007744478,0.0002600161,0.0001395559],"domain_scores_gemma":[0.9977269,0.0006078092,0.0003888423,0.000890955,0.0001822687,0.0002033069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002807822,0.0002679252,0.9847091,0.00004951116,0.001620681,0.0005118056,0.0004226536,0.0003157464,0.006632927,0.0002129336,0.0002124403,0.002236297],"study_design_scores_gemma":[0.0001897523,0.0006990394,0.9942421,0.00001276456,0.000990083,0.0006744963,0.0001323668,0.001640137,0.0006633307,0.0001338299,0.000606992,0.00001512606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974399,0.0002695163,0.00179698,0.00002113061,0.000008361828,0.00004423478,0.0002136909,0.000007969923,0.0001983483],"genre_scores_gemma":[0.9984212,0.00005001342,0.001081438,0.00002415253,0.000007886828,0.00003738313,0.0002768279,0.000004696465,0.00009641396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005001877,"threshold_uncertainty_score":0.01829934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065759029005123,"score_gpt":0.279655505928365,"score_spread":0.2689979156383138,"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."}}