{"id":"W4200591490","doi":"10.1002/jcsm.12877","title":"Muscle‐to‐fat ratio identifies functional impairments and cardiometabolic risk and predicts outcomes: biomarkers of sarcopenic obesity","year":2021,"lang":"en","type":"article","venue":"Journal of Cachexia Sarcopenia and Muscle","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology","keywords":"Sarcopenic obesity; Medicine; Sarcopenia; Obesity; Fat mass; Internal medicine; Environmental health","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":[0.0006698421,0.0005138044,0.0003478891,0.001074521,0.0001653145,0.000778409,0.0003113339,0.0004393531,0.001285921],"category_scores_gemma":[0.001567754,0.0001536216,0.0003171246,0.0009817592,0.0002157405,0.000385781,0.0005006266,0.0003645919,0.0002456045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215063,"about_ca_system_score_gemma":0.0001488206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062899,"about_ca_topic_score_gemma":0.001464239,"domain_scores_codex":[0.9997599,0.00006868057,0.00004613247,0.00006038866,0.000030787,0.00003421846],"domain_scores_gemma":[0.9987143,0.0001545407,0.0007814243,0.00006201902,0.0001441554,0.0001434371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001727072,0.00003395019,0.9966533,0.00003232328,0.0001029303,0.00003132219,0.00002839172,0.0000511947,0.0006299808,0.00001222173,0.00006442723,0.002187443],"study_design_scores_gemma":[0.000007336879,0.00009125805,0.9991617,0.00001362049,0.00005081975,0.0001237799,0.00007467875,0.0002190378,0.0001387185,0.00002820467,0.00008777306,0.000002984832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977755,0.001071454,0.000192104,0.00005932248,0.000008331728,0.000008204043,0.0004776178,0.000008756544,0.0003986917],"genre_scores_gemma":[0.9991488,0.0001401712,0.0001929336,0.00001955998,0.00001622585,0.000008583445,0.0003363931,0.000001372999,0.0001359585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001285921,"threshold_uncertainty_score":0.004301786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423308881256038,"score_gpt":0.2970719881505607,"score_spread":0.2728388993380004,"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."}}