{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007833269,0.0004884304,0.0004428267,0.0009604018,0.001312945,0.0007148539,0.0004651669,0.0004977356,0.003490317],"category_scores_gemma":[0.001607326,0.0003442972,0.0005660848,0.0024423,0.0001652163,0.0002989735,0.0007782058,0.0005978238,0.0009634046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005219444,"about_ca_system_score_gemma":0.001069946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04145403,"about_ca_topic_score_gemma":0.05158782,"domain_scores_codex":[0.9994429,0.0001050147,0.00007852335,0.0001798981,0.0001077825,0.00008583159],"domain_scores_gemma":[0.999261,0.00003871269,0.0001231712,0.0001238578,0.0003195845,0.0001336424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001398441,0.00007751248,0.962244,0.000230829,0.0005211294,0.0003588687,0.0006443894,0.0001920766,0.002501426,0.0004360836,0.01917504,0.01222028],"study_design_scores_gemma":[0.00009942673,0.0001573594,0.9811463,0.00006656473,0.0002841094,0.0003910142,0.0003866235,0.0003312014,0.0002132541,0.0002591747,0.01663206,0.00003285694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8418945,0.002638525,0.003854312,0.001072537,0.0002186106,0.001366861,0.1368836,0.0001482397,0.01192283],"genre_scores_gemma":[0.9280492,0.001087779,0.003838602,0.0009161489,0.0001448848,0.002271547,0.05804816,0.00007890045,0.005564814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04145403,"threshold_uncertainty_score":0.08242548,"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."}}