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Global Health Econ Sustain







                                        ORIGINAL RESEARCH ARTICLE
                                        Distinct effects of community-based activities

                                        on long-term care needs: A study using zero-
                                        inflated Poisson regression



                                        Narimasa Kumagai * and Haruhisa Fukuda 2
                                                        1
                                        1 Department of Economics, Faculty of Economics, Seinan Gakuin University, Fukuoka, Japan
                                        2 Department of Health Care Administration and Management, Graduate School of Medical Sciences,
                                        Kyushu University, Fukuoka, Japan




                                        Abstract

                                        Social isolation among older adults is a major concern in countries where the
                                        need for long-term care (LTC) has increased. However, no previous observational
                                        study has identified which community-based activities can reduce the LTC needs
                                        of older adults. Our study fills the gap between interventional and observational
                                        studies. Data were drawn from a survey of LTC insurance needs in A city in Fukuoka
                                        Prefecture, Japan. A city is one of the municipalities participating in the longevity
                                        improvement and fair evidence (LIFE) study that provides data from government-
                                        administered LTC insurance enrollees and public assistance recipients. To measure
                                        the precise impact of self-assessed poor health (SAPH) on the needs of LTC by living
            Academic editor:
            Mihajlo Jakovljevic M.D. Ph.D.MAE  arrangements, we adopted the two-stage residual inclusion approach and estimated
                                        zero-inflated Poisson (ZIP) models. We uncovered two major findings. First, the results
            *Corresponding author:      of ZIP models showed that the magnitude of the impact of SAPH on the LTC needs
            Narimasa Kumagai
            (kumanari@seinan-gu.ac.jp)  of older adults living alone was five times that of older adults living with other family
                                        members. Second, participation in community-based care prevention can reduce
            Citation: Kumagai, N. & Fukuda, H.
            2023, Distinct effects of community-  LTC needs among older adults living alone. The same effect was not observed in
            based activities on long-term care   older adults cohabiting with family members. Although older adults tend to refrain
            needs: A study using zero-inflated   from going out when their subjective health is poor, the top strategy for reduction of
            Poisson regression.  Global Health
            Econ Sustai, 1(1): 0891.    LTC needs is the promotion of participation in community-based care prevention for
            https://doi.org/10.36922/ghes.0891  older adults living alone.
            Received: May 2, 2023
            Accepted: August 5, 2023    Keywords: Community-based care prevention; Living alone; Long-term care; Two-stage
                                        residual inclusion; Zero-inflated Poisson model
            Published Online: September 11,
            2023
            Copyright: © 2023 Author(s).
            This is an Open Access article
            distributed under the terms of the   1. Introduction
            Creative Commons Attribution
            License, permitting distribution,   There is strong evidence that social isolation is a risk factor for poor mental and physical
            and reproduction in any medium,   health; those aged 65 years and older who live alone are thought to be at greater risk
            provided the original work is   (Courtin & Knapp, 2017). Social isolation among older adults has emerged as a major
            properly cited.             concern for health policy in an aging society where the number of older community-
            Publisher’s Note: AccScience   dwelling adults living alone has increased. Japan has the fastest aging population in the
            Publishing remains neutral with   world, and the need for both long-term care (LTC) and LTC insurance (LTCI) in Japan
            regard to jurisdictional claims in
            published maps and institutional   has recently increased. The Japanese government shifted its primary LTC strategy in 2015
            affiliations.               by reforming the LTCI Act, focusing on community-based care and social determinants


            Volume 1 Issue 1 (2023)                         1                        https://doi.org/10.36922/ghes.0891
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