{"id":"W4411615921","doi":"10.1111/obr.13973","title":"Sarcopenic Obesity in Metabolic and Bariatric Surgery: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Alberta Health Services; University of Alberta","funders":"Alberta Innovates; European Commission; Women and Children's Health Research Institute; Canada Research Chairs; Children's Health Research Institute","keywords":"Medicine; Sarcopenic obesity; Psychological intervention; Obesity; Intensive care medicine; Quality of life (healthcare); Incidence (geometry); Sarcopenia; Weight loss; Gastric bypass; Physical therapy; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003147897,0.001166123,0.003170263,0.009018745,0.0005956613,0.002253626,0.001077672,0.001580331,0.00468559],"category_scores_gemma":[0.01313296,0.00063731,0.003340142,0.009195949,0.0005473176,0.001531127,0.001388238,0.001118998,0.0004795335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819826,"about_ca_system_score_gemma":0.007307173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008097754,"about_ca_topic_score_gemma":0.01771404,"domain_scores_codex":[0.9981928,0.000506407,0.000640193,0.0001543501,0.0004139699,0.00009219657],"domain_scores_gemma":[0.9926873,0.005499105,0.001025614,0.00009232923,0.000605253,0.0000902769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008973211,0.00003626131,0.0005987529,0.7154847,0.001746402,0.0001911594,0.0004083441,0.0002143194,0.0002456493,0.001250533,0.00797879,0.2717553],"study_design_scores_gemma":[0.00003022022,0.00006259762,0.002533999,0.8842106,0.007014684,0.0005611159,0.000344206,0.00009065776,0.0001144511,0.0007467317,0.1042659,0.00002480793],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001593609,0.999184,0.00006308363,0.0001543491,0.0001011693,0.00003765441,0.00004835092,0.000003219783,0.0002487913],"genre_scores_gemma":[0.001236254,0.9982161,0.0001643327,0.0001326247,0.00004644814,0.00005296729,0.00005218302,0.000001361547,0.0000977526],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009018745,"threshold_uncertainty_score":0.01664788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296874816443302,"score_gpt":0.4342321586255502,"score_spread":0.30454467698122,"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."}}