{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008441944,0.0001717851,0.0007136713,0.0003379951,0.0001599774,0.00006389443,0.00005641849,0.00008613709,0.000105634],"category_scores_gemma":[0.0002976337,0.0001426089,0.0001352375,0.0002963954,0.0001235969,0.0002696465,0.0001134338,0.0002707238,0.000002697522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004933256,"about_ca_system_score_gemma":0.0002171794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005989957,"about_ca_topic_score_gemma":0.00002839792,"domain_scores_codex":[0.9982352,0.0001592071,0.0006734914,0.0002387073,0.0004610624,0.0002322908],"domain_scores_gemma":[0.9984658,0.0001419374,0.0003369004,0.0001748004,0.0003960382,0.0004845266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007704242,0.0004875396,0.8361274,0.001117348,0.0008553048,0.0002656938,0.001775025,0.000006688151,0.1031731,0.00005553018,0.006356838,0.04900908],"study_design_scores_gemma":[0.004818676,0.0002690935,0.9829334,0.0003300716,0.0004226219,0.0005308412,0.0009473595,0.00002813393,0.002418723,0.0001878692,0.00699292,0.0001203087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901581,0.006844103,0.0002452339,0.001855173,0.000378355,0.0002848652,0.00003516068,0.000009946848,0.0001890701],"genre_scores_gemma":[0.9938736,0.003296201,0.00168714,0.0006922379,0.0001680986,0.000004814274,0.00000728023,0.0000175487,0.0002530844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146806,"threshold_uncertainty_score":0.5815424,"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."}}