{"id":"W4402346997","doi":"10.1016/s2213-8587(24)00272-9","title":"Muscle matters: the effects of medically induced weight loss on skeletal muscle","year":2024,"lang":"en","type":"article","venue":"The Lancet Diabetes & Endocrinology","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Alberta","funders":"","keywords":"Medicine; Skeletal muscle; MEDLINE; Weight loss; Physical medicine and rehabilitation; Internal medicine; Obesity; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003662747,0.0001579934,0.0004542051,0.0001036127,0.00009934133,0.00001473205,0.0002860707,0.00007520746,0.0001995706],"category_scores_gemma":[0.0001652882,0.00008420768,0.0001088552,0.0002093617,0.0003087934,0.0000311491,0.00008610836,0.0006930571,0.0001884063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004259713,"about_ca_system_score_gemma":0.00005824417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001632248,"about_ca_topic_score_gemma":0.000003955361,"domain_scores_codex":[0.9981644,0.0002043635,0.0002810109,0.0002498531,0.0002466773,0.0008536855],"domain_scores_gemma":[0.9979709,0.001335256,0.00005998967,0.0005119544,0.00003491043,0.00008695579],"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":[0.0001924019,0.0007531312,0.01535586,0.01060249,0.0009317246,0.001115837,0.002978485,0.000001387809,0.2387969,0.08073014,0.2010424,0.4474992],"study_design_scores_gemma":[0.004668662,0.001608359,0.2523941,0.002504435,0.0003411371,0.0001109719,0.0001352923,0.0002717561,0.04751413,0.008467445,0.6816705,0.0003131992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.822401,0.002419481,0.000007411487,0.1719623,0.00122358,0.0003982338,0.000007743228,0.0001600836,0.001420073],"genre_scores_gemma":[0.9648167,0.0008637941,0.00006659768,0.03282339,0.001175773,0.00009568509,0.000009762806,0.00002715962,0.0001211767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4806281,"threshold_uncertainty_score":0.343389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02436494382285738,"score_gpt":0.3125383633487066,"score_spread":0.2881734195258492,"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."}}