{"id":"W2945872192","doi":"10.1093/geront/gnz064","title":"Natural Regression of Frailty Among Community-Dwelling Older Adults: A Systematic Review and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"The Gerontologist","topic":"Frailty in Older Adults","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Genetics","funders":"","keywords":"Medicine; PsycINFO; CINAHL; Meta-analysis; Confidence interval; Gerontology; MEDLINE; Demography; Meta-regression; Population; Systematic review; Psychological intervention; Internal medicine; Psychiatry; Environmental health","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.002572559,0.0008654266,0.01697033,0.0002505521,0.0001959646,0.00003349792,0.0009857013,0.0004410233,0.0002055102],"category_scores_gemma":[0.001481593,0.0003629956,0.003961059,0.0007704972,0.0006058324,0.00008786626,0.0003502927,0.001990786,0.00004231156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219479,"about_ca_system_score_gemma":0.00009290122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858219,"about_ca_topic_score_gemma":0.0004970173,"domain_scores_codex":[0.993125,0.00326086,0.002120522,0.0005182593,0.0005845322,0.0003907814],"domain_scores_gemma":[0.9913122,0.00229825,0.002518184,0.003475993,0.0002770246,0.0001183502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00000834532,0.00006256194,0.000004265567,0.9038823,0.0925512,0.000009092184,0.0003411665,2.178259e-7,1.816243e-8,0.000008638261,0.0004861366,0.002646027],"study_design_scores_gemma":[0.0001946327,0.00005726118,0.00001853772,0.2803723,0.7167186,0.0001133012,0.0001886073,0.00001701541,2.251964e-7,0.000002836507,0.002067176,0.000249487],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000158379,0.9921701,0.00003794043,0.0003775648,0.00008702715,0.006820163,0.00009809597,0.00006560445,0.0003276547],"genre_scores_gemma":[0.001079164,0.9929416,0.0001811157,0.0003679425,0.00002296341,0.0004396628,0.0003012022,0.00005820571,0.004608137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6241674,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736495088297059,"score_gpt":0.3996807736011367,"score_spread":0.2260312647714308,"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."}}