{"id":"W4390605659","doi":"10.2188/jea.je20230192","title":"Study Profile of the Tsuruoka Metabolomics Cohort Study (TMCS)","year":2024,"lang":"en","type":"article","venue":"Journal of Epidemiology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"Japan Society for the Promotion of Science; Japan Agency for Medical Research and Development","keywords":"Medicine; Metabolomics; Cohort; Cohort study; Internal medicine; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005818426,0.0001906421,0.0008658877,0.0001288495,0.00007100761,0.000008566452,0.0004642869,0.0001127262,0.00003984835],"category_scores_gemma":[0.002824497,0.000109237,0.0003702402,0.0002491199,0.000142626,0.000005658565,0.0002857931,0.0003330073,0.000003536224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001997818,"about_ca_system_score_gemma":0.0001395827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000232368,"about_ca_topic_score_gemma":0.00003434557,"domain_scores_codex":[0.9970788,0.001016748,0.001146709,0.0003120558,0.0001736237,0.0002720155],"domain_scores_gemma":[0.9983211,0.0003257735,0.0005962164,0.0004678236,0.000223618,0.00006545182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001299784,0.0006523532,0.9553913,0.00002174012,0.002322991,0.00001470057,0.0002001428,0.00007513447,0.02746904,0.001066877,0.01186654,0.0007892372],"study_design_scores_gemma":[0.001140265,0.003939635,0.9234021,0.00002633476,0.0009537136,0.0001983763,0.001986519,0.00004701594,0.006276656,0.001341432,0.06043749,0.000250436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839796,0.01194555,0.0003518217,0.0005115638,0.001963049,0.0005681798,0.0000149737,0.00000434306,0.000660897],"genre_scores_gemma":[0.9968961,0.001094665,0.0006956165,0.0001565533,0.0006032823,0.00001808369,0.000002471408,0.00002001228,0.0005132398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04857095,"threshold_uncertainty_score":0.4454557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207259189385988,"score_gpt":0.334760146055098,"score_spread":0.3026875541612381,"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."}}