{"id":"W4394814763","doi":"10.1111/ggi.14873","title":"Nutritional and inflammation factors associated with current frailty level and effect of co‐morbidities on the progression of frailty","year":2024,"lang":"en","type":"article","venue":"Geriatrics and gerontology international/Geriatrics & gerontology international","topic":"Frailty in Older Adults","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Research Foundation","funders":"Japan Society for the Promotion of Science","keywords":"Inflammation; Gerontology; Medicine; Internal medicine","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":[0.0006508559,0.0003178153,0.0002672404,0.0004217651,0.0003216162,0.0003894182,0.0001404045,0.0003360227,0.001202398],"category_scores_gemma":[0.001815665,0.0001698745,0.0004916539,0.0003779078,0.0002136951,0.000242885,0.0002666533,0.0004987374,0.0001035331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685484,"about_ca_system_score_gemma":0.0002418998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068978,"about_ca_topic_score_gemma":0.005847318,"domain_scores_codex":[0.9998118,0.00004803255,0.00002127111,0.00004202936,0.00003166298,0.00004527219],"domain_scores_gemma":[0.9987908,0.0001715009,0.0005648591,0.00007483036,0.0001210723,0.0002770003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002106873,0.00003505994,0.9984242,0.000006403568,0.00005660631,0.00003847322,0.00002600811,0.00003370055,0.0002238345,0.000004668222,0.00001660286,0.0009238911],"study_design_scores_gemma":[0.000002114845,0.0001030873,0.999597,0.000003388721,0.00002225214,0.00007772731,0.00001848592,0.0001093609,0.00002497369,0.000006818676,0.00003345731,0.000001346348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991352,0.000568154,0.0000580748,0.00002094544,0.000003779981,0.00000295307,0.00006655497,0.00000182276,0.0001425328],"genre_scores_gemma":[0.9996364,0.00009753637,0.00005451373,0.000006736218,0.000005504248,0.000002468102,0.0000823981,5.202187e-7,0.0001139784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004068978,"threshold_uncertainty_score":0.008090556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07459522995076989,"score_gpt":0.3565590498075507,"score_spread":0.2819638198567808,"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."}}