{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005209495,0.0002050303,0.0004914928,0.0002968628,0.0001619462,0.00004756004,0.0001764678,0.00008374108,0.000769644],"category_scores_gemma":[0.0001977459,0.0001723361,0.0001059356,0.0003126941,0.00003477708,0.0004025826,0.000165189,0.000587859,0.000005893064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222516,"about_ca_system_score_gemma":0.000150722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176392,"about_ca_topic_score_gemma":0.00007585251,"domain_scores_codex":[0.9978589,0.0001673231,0.0008227909,0.0002494266,0.0005845669,0.0003169811],"domain_scores_gemma":[0.9987361,0.00008954788,0.000565761,0.0002121384,0.0001907687,0.0002056765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002206266,0.001015604,0.1607298,0.0003178558,0.0001514499,0.0002979325,0.0091746,0.000003937168,0.3419189,0.00000130825,0.006149438,0.4780329],"study_design_scores_gemma":[0.01246969,0.0005205861,0.8674904,0.0002200818,0.0000854482,0.0001542711,0.0007653136,0.0002255525,0.004408978,0.000007701521,0.1134133,0.0002387028],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968379,0.0003190596,0.00009109126,0.001660539,0.0003566406,0.0005191081,0.0001016414,0.00001591214,0.0000980859],"genre_scores_gemma":[0.9972849,0.000186755,0.0006235506,0.0009148776,0.0001366779,0.00003597491,0.00007178613,0.00004111344,0.0007043739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7067606,"threshold_uncertainty_score":0.8427062,"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."}}