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
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