{"id":"W2931486588","doi":"10.1002/ijc.32314","title":"Patterns in metabolite profile are associated with risk of more aggressive prostate cancer: A prospective study of 3,057 matched case–control sets from EPIC","year":2019,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III; World Cancer Research Fund; Medical Research Council; Hellenic Health Foundation; Medical Research Council Canada; Deutsche Krebshilfe; World Health Organization; European Commission; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; Cancer Research UK; Deutsches Krebsforschungszentrum; Associazione Italiana per la Ricerca sul Cancro; National Research Council Sri Lanka; Health Research; Centre International de Recherche sur le Cancer","keywords":"Prostate cancer; Metabolite; EPIC; Prospective cohort study; Prostate; Medicine; European Prospective Investigation into Cancer and Nutrition; Oncology; Cancer; Case-control study; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002424417,0.000572947,0.0008045301,0.001074424,0.0009195958,0.0009840718,0.0007533672,0.0008131879,0.001487821],"category_scores_gemma":[0.003481488,0.0009157473,0.001109912,0.001555424,0.0004955608,0.0003739868,0.0008773471,0.0007037458,0.0003648698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003218155,"about_ca_system_score_gemma":0.0002925865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004668336,"about_ca_topic_score_gemma":0.004426041,"domain_scores_codex":[0.9977815,0.000639894,0.0002010935,0.0008982464,0.0003013544,0.0001778208],"domain_scores_gemma":[0.9969262,0.0005322483,0.0005728849,0.001416063,0.0002998534,0.0002526222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001759851,0.0001932316,0.9904882,0.00003580624,0.0009757416,0.0003642693,0.0002560882,0.0001524993,0.003284394,0.0001106987,0.0003260756,0.002053145],"study_design_scores_gemma":[0.0001115118,0.0002315249,0.9974987,0.000005352569,0.0002496072,0.0005037311,0.0000857063,0.0002961997,0.0002681943,0.00006340377,0.0006741378,0.00001192929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997535,0.0003620884,0.0007963864,0.00001464605,0.00001072876,0.00003986147,0.0009555825,0.00001226349,0.0002735466],"genre_scores_gemma":[0.9966584,0.0001249763,0.0006046966,0.0000416878,0.0000209285,0.00005793117,0.002199649,0.00001526118,0.0002764174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004668336,"threshold_uncertainty_score":0.01282173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005028704001799588,"score_gpt":0.2774358181345327,"score_spread":0.2724071141327331,"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."}}