Application of machine learning approaches in predicting clinical outcomes in older adults – a systematic review and meta-analysis

被引:0
|
作者
Robert T. Olender
Sandipan Roy
Prasad S. Nishtala
机构
[1] University of Bath,Department of Life Sciences
[2] University of Bath,Department of Mathematical Sciences
[3] University of Bath,Department of Life Sciences & Centre for Therapeutic Innovation
来源
关键词
Older adults; Machine learning; Predictive modelling; Model performance evaluation; Health informatics; Risk management;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [21] Hypertension in older adults in Africa: A systematic review and meta-analysis
    Bosu, William Kofi
    Reilly, Siobhan Theresa
    Aheto, Justice Moses Kwaku
    Zucchelli, Eugenio
    PLOS ONE, 2019, 14 (04):
  • [22] Prevalence of depression in older adults: A systematic review and meta-analysis
    Hu, Ting
    Zhao, Xueyang
    Wu, Man
    Li, Zhaoyang
    Luo, Li
    Yang, Chongming
    Yang, Fen
    PSYCHIATRY RESEARCH, 2022, 311
  • [23] Multimorbidity and mortality in older adults: A systematic review and meta-analysis
    Nunes, Bruno Pereira
    Flores, Thayna Ramos
    Mielke, Gregore Iven
    Thume, Elaine
    Facchini, Luiz Augusto
    ARCHIVES OF GERONTOLOGY AND GERIATRICS, 2016, 67 : 130 - 138
  • [24] The prevalence of presbyphagia in older adults: a systematic review and meta-analysis
    Cai, Jianzheng
    Gong, Zhina
    Zhang, Yingying
    Wang, Haifang
    Niu, Chunyan
    Dai, Yinuo
    WIENER KLINISCHE WOCHENSCHRIFT, 2024, 136 (17-18) : 497 - 506
  • [25] Carotid Revascularization in Older Adults: A Systematic Review and Meta-Analysis
    Texakalidis, Pavlos
    Chaitidis, Nikolaos
    Giannopoulos, Stefanos
    Giannopoulos, Spyridon
    Machinis, Theofilos
    Jabbour, Pascal
    Rivet, Dennis
    Reavey-Cantwell, John
    Rangel-Castilla, Leonardo
    WORLD NEUROSURGERY, 2019, 126 : 656 - +
  • [26] Functional Fitness in Older Adults A Systematic Review and Meta-analysis
    Yang, Ya-Ping
    Lin, Hsiu-Ching
    Chen, Kuei-Min
    TOPICS IN GERIATRIC REHABILITATION, 2019, 35 (04) : 238 - 247
  • [27] Clinical application and outcomes of reconstructive microsurgery in Africa: A systematic review and meta-analysis
    Banda, Chihena H.
    Wilson, Emma
    Malata, Charles M.
    Narushima, Mitsunaga
    Ogawa, Tomoko
    Hassanein, Zeinab M.
    Shiraishi, Makoto
    Okada, Yoshimoto
    Ghorra, Dina T.
    Ishiura, Ryohei
    Danno, Kanako
    Mitsui, Kohei
    Oni, Georgette
    JOURNAL OF PLASTIC RECONSTRUCTIVE AND AESTHETIC SURGERY, 2022, 75 (07): : 2035 - 2048
  • [28] Effects of life review interventions on psychosocial outcomes among older adults: A systematic review and meta-analysis
    Lan, Xiuyan
    Xiao, Huimin
    Chen, Ying
    GERIATRICS & GERONTOLOGY INTERNATIONAL, 2017, 17 (10) : 1344 - 1357
  • [29] Outcomes in patients with cirrhosis and fungal infections: a systematic review and meta-analysis with machine learning
    Verma, Nipun
    Singh, Shreya
    Roy, Akash
    Valsan, Arun
    Garh, Pratibha
    Pradhan, Pranita
    Singh, Meenu
    JOURNAL OF HEPATOLOGY, 2022, 77 : S350 - S351
  • [30] Relationship between markers of malnutrition and clinical outcomes in older adults with cancer: systematic review, narrative synthesis and meta-analysis
    Alex F. Bullock
    Sarah L. Greenley
    Gordon A. G. McKenzie
    Lewis W. Paton
    Miriam J. Johnson
    European Journal of Clinical Nutrition, 2020, 74 : 1519 - 1535