Evidence map›Paper›PMID 41896925›Full record

ArticleInternational journal for equity in health2026

Economic changes and public health resources associated with satisfaction toward the state health service system among older adults under the Universal Coverage Scheme across 77 provinces in Thailand, 2017-2024.

Nakarin Prasit, Nathakon Nilnate, Ampawan Nonthamat, Supachai Yanarueng, Jarukit Yarasee

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Article in International journal for equity in health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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3 · Its place in the literature

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1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Nakarin PrasitFaculty of Public Health, Khon Kaen University, Khon Kaen, 40002, Thailand.
Nathakon NilnateFaculty of Public Health, Burapha University, Chonburi, 20131, Thailand. nathakon.ni@buu.ac.th.
Ampawan NonthamatBangkok Hospital Khon Kaen, Khon Kaen, 40000, Thailand.
Supachai YanaruengSirindhorn College of Public Health Ubon Ratchathani, Ubon Ratchathani, 34190, Thailand.
Jarukit YaraseeNangrong Hospital, Buriram, 31000, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThailand has rapidly transitioned into a complete aged society, placing increasing pressure on the public health system, particularly under the Universal Coverage Scheme (UCS), which serves as the primary source of healthcare for older adults. While the UCS has achieved near-universal population coverage, disparities in healthcare resources, service congestion, and socioeconomic conditions across provinces may influence older adults’ satisfaction with the state health service system. However, longitudinal and spatial evidence examining these associations over time remains limited.

methodsA provincial-level panel study with three time points utilized provincial-level secondary panel data from the National Statistical Office of Thailand, covering 77 provinces for the years 2017, 2021, and 2024. We used panel regression analysis with both Random Effects and Fixed Effects models to examine factors associated with provincial-level satisfaction.

resultsThe analysis utilizing the Random Effects model, considered suitable for the dataset, identified factors significantly correlated with satisfaction. The Bed Occupancy Rate showed a negative correlation (Coefficient = -0.0593, P < 0.001), which means that having too many patients in the hospital lowers satisfaction levels. In contrast, the Physician to Population Ratio showed a positive correlation (Coefficient = 0.197, P = 0.037), indicating that sufficient physician availability improves elderly satisfaction. Furthermore, negative associations were observed for the Poverty Line (Coefficient = -0.003, P = 0.002) and Population Density (Coefficient = -0.002, P = 0.011), implying that areas with a higher cost of living and greater population density tend to exhibit lower satisfaction. However, no statistically significant associations were found regarding the Ministry of Public Health’s budget or average household expenditure.

conclusionAccording to the results, the satisfaction of the elderly population under the UCS is significantly shaped by the availability of medical services, staffing levels, and socioeconomic environments. Improving the system’s responsiveness amidst an aging demographic necessitates a focus on managing bed capacity and ensuring an equitable distribution of doctors that reflects regional economic realities. By leveraging these empirical findings for health system planning, policymakers can better allocate resources to close regional gaps and secure the future sustainability of the scheme.

Indexed as

Health ResourcesPatient SatisfactionPublic HealthUniversal Health InsuranceAgedFemaleHumansMaleSocioeconomic Disparities in HealthSocioeconomic FactorsThailandHealth service resourcesOlder adultsPanel data analysisPatient satisfactionUniversal Coverage Scheme

Identifiers

PMID41896925
PMCPMC13147660

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.