A recommendation system for assisting devices in long-term care insurance

被引:1
作者
Han, Eun-Jeong [1 ]
Park, Sanghee [1 ]
Lee, JungSuk [1 ]
Kim, Dong-Geon [2 ]
机构
[1] Hlth Insurance Policy Res Inst, Natl Hlth Insurance Serv, 32 Geongang Ro, Wonju 26464, Gangwon Do, South Korea
[2] Dongduk Womens Univ, Dept Data & Informat Sci, Seoul, South Korea
关键词
long-term care insurance; assisting devices; data mining; decision-tree analysis;
D O I
10.5351/KJAS.2018.31.6.693
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
It is very important to support the elderly with disability ageing in place. Assisting devices can help them to live independently in their community; however, they have to be used appropriately to meet care needs. This study develops an assisting device recommendation system for the beneficiaries of long-term care insurance that include algorithms to decide the most appropriate type of assisting device for beneficiaries. We used long-term care (LTC) insurance data for grade assessment including 8,084 beneficiaries from July 2015 to June 2016. In addition, we collected standard care plans for assisting devices, that power-assessors made, considering their performance and ability that could subsequently be matched with grade assessment data. We used a decision-tree model in data-mining to develop the model. Finally, we developed 15 algorithms for recommending assisting devices. The findings might be useful in evidence-based care planning for assisting devices and can contribute to enhancing independence and safety in LTC.
引用
收藏
页码:693 / 706
页数:14
相关论文
共 50 条
  • [21] Validity of Motor Impairment Scale in Long-Term Care Insurance System of Korea
    Kim, Yeo Hyung
    Kwon, Chan Hyuk
    Shin, Hyung Ik
    [J]. ANNALS OF REHABILITATION MEDICINE-ARM, 2013, 37 (03): : 403 - 412
  • [22] Long-Term Care Services and Insurance System in China: An Evolutionary Game Analysis
    Hu, Han
    Zhang, Zhao
    [J]. SUSTAINABILITY, 2023, 15 (01)
  • [23] Locomotive syndrome affects the acquisition of long-term care insurance system certification
    Kitaura, Yukie
    Nishimura, Akinobu
    Senga, Yoshiyuki
    Sudo, Akihiro
    [J]. JOURNAL OF ORTHOPAEDIC SCIENCE, 2024, 29 (01) : 321 - 326
  • [24] Analysis on Insurance Decisions of Risk Underestimated in Long-Term Care Insurance
    Zhou Haizhen
    Jin Yangyang
    [J]. PROCEEDINGS OF 2014 CHINA INTERNATIONAL CONFERENCE ON INSURANCE AND RISK MANAGEMENT, 2015, : 324 - 332
  • [25] A Target Selection Model for the Counseling Services in Long-Term Care Insurance
    Han, Eun-Jeong
    Kim, Dong-Geon
    [J]. KOREAN JOURNAL OF APPLIED STATISTICS, 2015, 28 (06) : 1063 - 1073
  • [26] The German Long-term Care Insurance: The Insufficiency of Broadening it to a Citizens' Insurance
    Hacker, J.
    Raffelhuschen, B.
    [J]. GESUNDHEITSOEKONOMIE UND QUALITAETSMANAGEMENT, 2005, 10 (04): : 231 - 237
  • [27] Last year of life care transitions between long-term care insurance services in Japan: Analysis of long-term care insurance claims data
    Kashiwagi, Masayo
    Kashiwagi, Kimikazu
    Morioka, Noriko
    Abe, Kazuhiro
    [J]. GERIATRICS & GERONTOLOGY INTERNATIONAL, 2024, 24 (09) : 883 - 890
  • [28] Effect Evaluation of the Long-Term Care Insurance (LTCI) System on the Health Care of the Elderly: A Review
    Chen, Linhong
    Xu, Xiaocang
    [J]. JOURNAL OF MULTIDISCIPLINARY HEALTHCARE, 2020, 13 : 863 - 875
  • [29] Ethical value and challenges of long-term care insurance
    Weng Yucen
    Chen Min
    [J]. NURSING ETHICS, 2023, 30 (02) : 222 - 231
  • [30] De-risking long-term care insurance
    D'Amato, Valeria
    Levantesi, Susanna
    Menzietti, Massimiliano
    [J]. SOFT COMPUTING, 2020, 24 (12) : 8627 - 8641