{"id":"W4408902593","doi":"10.1016/j.clnu.2025.03.019","title":"Hidden malnutrition in obesity and knee osteoarthritis: Assessment, overlap with sarcopenic obesity and health outcomes","year":2025,"lang":"en","type":"article","venue":"Clinical Nutrition","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"Obesity Canada; National Institutes of Health; Alberta Innovates; Sapienza Università di Roma; Children's Health Research Institute; Novo Nordisk; Canada Foundation for Innovation; University of Alberta; Arthritis Society; Regeneron Pharmaceuticals; Women and Children's Health Research Institute; Ministero dell’Istruzione, dell’Università e della Ricerca; European Commission; Pfizer","keywords":"Medicine; Sarcopenic obesity; Obesity; Malnutrition; Sarcopenia; Osteoarthritis; Physical therapy; Physical medicine and rehabilitation; Internal medicine; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001188822,0.0001943556,0.0008013467,0.0002708269,0.0001996337,0.00005202959,0.00004934949,0.0002127278,0.00002761418],"category_scores_gemma":[0.0001113094,0.0001818094,0.00007027495,0.0003841199,0.0002102365,0.0002060531,0.00006621079,0.0006565867,0.000005344456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001917314,"about_ca_system_score_gemma":0.0002478448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110023,"about_ca_topic_score_gemma":0.0003489424,"domain_scores_codex":[0.9977567,0.0002646688,0.0008680639,0.0005377264,0.0002244187,0.0003483791],"domain_scores_gemma":[0.9988171,0.0003404703,0.0001634526,0.0002487756,0.0001298985,0.000300307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004236345,0.001837752,0.9698663,0.001818934,0.00002133066,0.00003625397,0.0000205412,1.871676e-8,0.00002081764,0.002174374,0.002024344,0.02175573],"study_design_scores_gemma":[0.02041005,0.001708674,0.9652053,0.00370491,0.00004598626,0.00004795867,0.0002376205,0.00004521022,0.00001253308,0.006457951,0.00197387,0.0001500106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496247,0.003832173,0.0002035903,0.04331379,0.0001972712,0.00194182,0.00002965559,0.0001014626,0.0007555122],"genre_scores_gemma":[0.9748213,0.005962072,0.01043781,0.008226921,0.0001301893,0.000123158,0.0001154547,0.00001620938,0.0001668446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03508687,"threshold_uncertainty_score":0.7413974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05580417557363854,"score_gpt":0.437176647070012,"score_spread":0.3813724714963734,"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."}}