{"id":"W4406605486","doi":"10.1007/s11154-025-09941-0","title":"Poor muscle quality: A hidden and detrimental health condition in obesity","year":2025,"lang":"en","type":"review","venue":"Reviews in Endocrine and Metabolic Disorders","topic":"Body Composition Measurement Techniques","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Quality (philosophy); Obesity; Medicine; Physical medicine and rehabilitation; Psychology; Internal medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001398082,0.0004572209,0.003638274,0.0007973086,0.00005185968,0.00002289394,0.0001094867,0.00009155416,0.000033217],"category_scores_gemma":[0.000255055,0.0003837885,0.0002825516,0.0007780711,0.00008459853,0.0001045965,0.0001230069,0.0005024784,0.000006053859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439942,"about_ca_system_score_gemma":0.0003157219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000463102,"about_ca_topic_score_gemma":0.0005028574,"domain_scores_codex":[0.9964641,0.0009094324,0.0014192,0.0005959094,0.0002362383,0.0003751079],"domain_scores_gemma":[0.9989387,0.0001166138,0.0004137892,0.0003606059,0.00002304722,0.000147272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005334134,0.0002433698,0.0003388185,0.03906941,0.00003430626,0.000006589464,0.00003383895,2.486868e-9,0.000001847869,0.001051568,0.0006346016,0.9585803],"study_design_scores_gemma":[0.00105567,0.00007196666,0.00132526,0.03086295,0.0003728097,0.00003523099,0.00003279187,3.643501e-7,0.000002683803,0.0003022977,0.965676,0.0002619881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001600452,0.9932667,0.00002018543,0.0004665552,0.00007733141,0.004538702,0.00003448426,0.00005995431,0.001376037],"genre_scores_gemma":[0.0001264829,0.9968005,0.001096652,0.0008952005,0.00004137305,0.0006176162,0.0002395143,0.00002751069,0.0001551402],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9650414,"threshold_uncertainty_score":0.9998614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05751261866129453,"score_gpt":0.4260199696106986,"score_spread":0.3685073509494041,"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."}}