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Heterogeneous multidimensional health transition patterns and their impact on healthcare service utilization among middle-aged and elderly people: an analysis of CHARLS data from 2011 to 2018
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Linglong YE1, Zhengman WU1, Lei QIN2
Chinese Journal of Public Health | 2025, 41(6) : 694 - 703
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Chinese Journal of Public Health | 2025, 41(6): 694-703
• Special Report – Promoting Older Adult Health Knowledge and Enhancing Health Literacy •
Heterogeneous multidimensional health transition patterns and their impact on healthcare service utilization among middle-aged and elderly people: an analysis of CHARLS data from 2011 to 2018
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Linglong YE1, Zhengman WU1, Lei QIN2
Affiliations
  • 1School of Public Affairs, Xiamen University, Xiamen 361005, China
  • 2School of Statistics, University of International Business and Economics, Beijing 100029, China
Published: 2025-06-10 doi: 10.11847/zgggws1145652
Outline
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Objective

To explore the potential multidimensional health transition patterns of the middle-aged and elderly and their impact on healthcare service utilization from the perspective of physical, psychological, and social dimensions, incorporating potential population heterogeneity, and to provide insights for promoting healthy aging.

Methods

Using four waves of data (2011 - 2018) from the China Health and Retirement Longitudinal Study (CHARLS), we applied repeated measurement latent class analysis to identify potential multidimensional health transition patterns among middle-aged and elderly. A two-part model was employed to analyze the impact of these patterns on healthcare service utilization. The first part used a logit model to determine whether healthcare services were utilized, while the second part took linear regression and negative binomial regression models for cost and frequency, respectively.

Results

Seven distinct multidimensional health transition patterns were identified the among middle-aged and elderly: “Deteriorating Psychological Health” (11.11%), “Deteriorating Social Health” (27.89%), “Poor Physical and Social Health” (7.02%), “Poor Psychological and Social Health” (13.44%), “Persistently Unhealthy” (7.09%), “Death During Follow-up” (10.46%), and “Persistently Healthy” (22.98%). These health transition patterns significantly influenced both outpatient and inpatient healthcare service utilization, particularly regarding whether outpatient services were used, whether hospitalization occurred, and the frequency of outpatient visits. Compared to the “Persistently Healthy” group, the “Deteriorating Psychological Health,” “Poor Physical and Social Health,” “Poor Psychological and Social Health,” and “Persistently Unhealthy” groups had higher probabilities of utilizing both outpatient and inpatient services. The “Deteriorating Social Health” group (OR = 0.83, 95%CI: 0.70 - 0.98) had a lower probability of utilizing outpatient services (P < 0.05). The “Deteriorating Psychological Health” (β = 0.30, 95%CI: 0.03 - 0.58) and “Persistently Unhealthy” (β = 0.33, 95%CI: 0.00 - 0.65) groups incurred higher outpatient service costs (P < 0.05), while the “Poor Physical and Social Health” group (β = 0.28, 95%CI: 0.03 - 0.52) had higher inpatient service costs (P < 0.05). The “Deteriorating Psychological Health” (IRR = 1.48, 95%CI: 1.27 - 1.73), “Deteriorating Social Health” (IRR = 1.19, 95%CI: 1.03 - 1.38), “Poor Physical and Social Health” (IRR = 1.28, 95%CI: 1.06 - 1.55), “Poor Psychological and Social Health” (IRR = 1.39, 95%CI: 1.18 - 1.64), and “Persistently Unhealthy” (IRR = 1.49, 95%CI: 1.25 - 1.78) groups had a higher frequency of outpatient service utilization (P < 0.05). The “Deteriorating Psychological Health” group also had a higher frequency of inpatient service utilization (IRR = 1.15, 95%CI: 1.01 - 1.32) (P < 0.05).

Conclusions

Seven heterogeneous multidimensional health transition patterns exist among middle-aged and elderly in China. These patterns differentially affect the cost and frequency of outpatient and inpatient service utilization.

multidimensional health transition patterns  /  population heterogeneity  /  latent class analysis  /  healthcare service utilization  /  middle-aged and elderly people
叶玲珑, 吴政熳, 秦磊. 中老年人异质化多维健康转移模式及其对医疗服务利用的影响. 中国公共卫生, 2025 , 41 (6) : 694 -703 . DOI: 10.11847/zgggws1145652
Linglong YE, Zhengman WU, Lei QIN. Heterogeneous multidimensional health transition patterns and their impact on healthcare service utilization among middle-aged and elderly people: an analysis of CHARLS data from 2011 to 2018[J]. Chinese Journal of Public Health, 2025 , 41 (6) : 694 -703 . DOI: 10.11847/zgggws1145652
Year 2025 volume 41 Issue 6
101
43
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Article Info
doi: 10.11847/zgggws1145652
  • Receive Date:2024-08-09
  • Online Date:2026-10-25
  • Published:2025-06-10
Article Data
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History
  • Received:2024-08-09
  • Revised:2025-01-20
  • Accepted:2025-03-14
Affiliations
    1School of Public Affairs, Xiamen University, Xiamen 361005, China
    2School of Statistics, University of International Business and Economics, Beijing 100029, China

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QIN Lei, E-mail:
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表12种不同金属材料的力学参数
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红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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