{"id":"W3016938917","doi":"10.1073/pnas.1920795117","title":"Frailty markers comprise blood metabolites involved in antioxidation, cognition, and mobility","year":2020,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Okinawa Institute of Science and Technology Graduate University","keywords":"Cognition; Biology; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003141,0.0007682351,0.0005882678,0.001495657,0.0003188389,0.0005774714,0.0001842835,0.000320756,0.001354619],"category_scores_gemma":[0.0003668691,0.0001562464,0.0003387963,0.001057814,0.000202356,0.0002479519,0.0004355235,0.0003230436,0.0002157167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002178005,"about_ca_system_score_gemma":0.0003400669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323945,"about_ca_topic_score_gemma":0.002730623,"domain_scores_codex":[0.9998282,0.00002483377,0.00001916569,0.00005163615,0.00004656377,0.00002948248],"domain_scores_gemma":[0.999827,0.00002165732,0.00007310244,0.00001316824,0.0000355805,0.00002947814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003389535,0.0003439217,0.2087261,0.0006771913,0.0009129524,0.0008671591,0.0004896955,0.0005695935,0.7053133,0.0002782975,0.0009548699,0.07747752],"study_design_scores_gemma":[0.00007119477,0.001719567,0.8972236,0.00007752472,0.0004376775,0.001303339,0.0001958429,0.0008790899,0.09333761,0.000582924,0.004120564,0.00005101778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818396,0.009666395,0.003411673,0.0000871208,0.00003947991,0.0001114157,0.003170319,0.0001083978,0.001565572],"genre_scores_gemma":[0.9881123,0.00262225,0.004967133,0.0001671242,0.00003284145,0.0001027179,0.002375915,0.00001604775,0.001603656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001495657,"threshold_uncertainty_score":0.004531622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832863255277282,"score_gpt":0.285602647206222,"score_spread":0.2472740146534492,"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."}}