{"id":"W4402637104","doi":"10.1016/j.clnesp.2024.07.096","title":"Muscle dysfunction is a better predictor of survival than muscle mass and quality in patients with cancer","year":2024,"lang":"en","type":"article","venue":"Clinical Nutrition ESPEN","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Muscle mass; Oncology; Internal medicine; Cancer; Quality of life (healthcare); Quality (philosophy); Physical medicine and rehabilitation","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":[0.0006199412,0.0001044395,0.0003846445,0.0001192918,0.00003087712,0.00001836824,0.00003770134,0.0001363277,0.000374675],"category_scores_gemma":[0.00007529116,0.00008612566,0.00007361858,0.0002274186,0.0001215835,0.0001227198,0.00001945062,0.0003245195,0.00001098467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006308122,"about_ca_system_score_gemma":0.00006142123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001088387,"about_ca_topic_score_gemma":0.00006933041,"domain_scores_codex":[0.9983886,0.0001413741,0.0006707592,0.0003379515,0.0002897869,0.0001714914],"domain_scores_gemma":[0.9991973,0.0002600059,0.00008950002,0.0001659743,0.000130815,0.0001564051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009147675,0.0008776989,0.9846542,0.001774817,0.00003233573,0.000005483593,0.0001299781,9.964558e-8,0.0002520085,0.0001206429,0.001904717,0.009333258],"study_design_scores_gemma":[0.007579184,0.0005311701,0.9752345,0.001654354,0.00004621835,3.477254e-7,0.00007107553,0.0001085217,0.00008786011,0.0005926623,0.01400104,0.00009307411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900559,0.000366551,0.0001090887,0.007887297,0.0004937415,0.0006236236,0.0001308004,0.00005391735,0.0002791085],"genre_scores_gemma":[0.9966071,0.00053124,0.0006708278,0.001580336,0.0003585541,0.00005028879,0.00007625116,0.00001847219,0.0001069296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01209633,"threshold_uncertainty_score":0.4102428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09068185943124064,"score_gpt":0.4136226305540504,"score_spread":0.3229407711228098,"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."}}