{"id":"W4309026861","doi":"10.1002/jcsm.13118","title":"Frailty is characterized by biomarker patterns reflecting inflammation or muscle catabolism in multi‐morbid patients","year":2022,"lang":"en","type":"article","venue":"Journal of Cachexia Sarcopenia and Muscle","topic":"Frailty in Older Adults","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"Bundesministerium für Bildung und Forschung","keywords":"Biomarker; Interquartile range; Medicine; Internal medicine; Inflammation; Gastroenterology; Oxidative stress; Endocrinology; Biochemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002962264,0.0003629487,0.0003072333,0.0005772452,0.0003406086,0.0004538207,0.0001830191,0.0003063488,0.001599001],"category_scores_gemma":[0.001124387,0.0001243223,0.0003319552,0.0007036736,0.000224615,0.0002501178,0.0005839847,0.0003881039,0.0001857813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953645,"about_ca_system_score_gemma":0.0001992979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001515892,"about_ca_topic_score_gemma":0.002411579,"domain_scores_codex":[0.9998553,0.00002689385,0.00001929665,0.00003866891,0.00002731573,0.00003248522],"domain_scores_gemma":[0.9992768,0.00007219091,0.0004260712,0.00003445216,0.00005448518,0.000136007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001390482,0.00001276535,0.998254,0.000007297591,0.00002752622,0.00004122524,0.00002742704,0.0000306117,0.0003200032,0.000006930074,0.0000411379,0.001092039],"study_design_scores_gemma":[0.000002580389,0.0000592331,0.9995078,0.000003851371,0.0000133224,0.0001813385,0.00003681727,0.00009558147,0.00004212551,0.00002086211,0.0000348443,0.000001681819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994379,0.0001848674,0.00006240225,0.00002140982,0.000002445704,0.000003404781,0.0001106928,0.000001940319,0.0001749473],"genre_scores_gemma":[0.999692,0.00004904545,0.00004880172,0.00000807177,0.000004586275,0.000002647718,0.0001495074,5.215084e-7,0.0000448775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001599001,"threshold_uncertainty_score":0.005349219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05880384474571169,"score_gpt":0.3343955271020775,"score_spread":0.2755916823563658,"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."}}