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Article

Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and ‘Human-in-the-Loop’ Telemedicine in Rural Thailand

by
Nathachon Tarnthong
and
Chitralada Chaiya
*
College of Politics and Governance, Mahasarakham University, Kantharawichai District, Mahasarakham 44150, Thailand
*
Author to whom correspondence should be addressed.
Int. J. Environ. Res. Public Health 2026, 23(4), 490; https://doi.org/10.3390/ijerph23040490
Submission received: 2 February 2026 / Revised: 1 April 2026 / Accepted: 10 April 2026 / Published: 13 April 2026

Abstract

While telemedicine has proliferated globally, its sustainable implementation in resource-constrained settings remains understudied. This study evaluates the efficacy, determinants of patient satisfaction, and systemic resilience of a “Home Ward” model at a rural Thai community hospital. Employing a convergent mixed-methods design, we surveyed 51 participants and conducted in-depth interviews with service users (n = 5) and a multidisciplinary team (n = 7). Multiple linear regression revealed high patient satisfaction ( = 3.70), explaining 67.3% of the variance (R2 = 0.673). Notably, Perceived Usefulness (β = 0.589, p < 0.001) and the Effectiveness of Symptom Monitoring (β = 0.317, p < 0.05) significantly predicted satisfaction. Conversely, Overall System Quality was not a significant predictor (β = 0.142, p > 0.05), highlighting a ‘Low-Tech, High-Touch’ paradox. Qualitative analysis elucidated this through the “Human-in-the-Loop” mechanism, where Village Health Volunteers (VHVs) and healthcare providers bridge the digital divide. However, the study identifies an “invisible workload”—non-formalized discretionary effort—that sustains this resilience. Findings suggest that rural digital health governance should prioritize human intermediaries and pragmatic utility over purely technical upgrades. The study concludes that long-term sustainability requires institutionalizing human support networks while mitigating the exploitation of healthcare personnel’s goodwill.
Keywords: telemedicine; home ward; mixed methods; human-in-the-loop; service co-production; social sustainability; rural healthcare; Thailand telemedicine; home ward; mixed methods; human-in-the-loop; service co-production; social sustainability; rural healthcare; Thailand

Share and Cite

MDPI and ACS Style

Tarnthong, N.; Chaiya, C. Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and ‘Human-in-the-Loop’ Telemedicine in Rural Thailand. Int. J. Environ. Res. Public Health 2026, 23, 490. https://doi.org/10.3390/ijerph23040490

AMA Style

Tarnthong N, Chaiya C. Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and ‘Human-in-the-Loop’ Telemedicine in Rural Thailand. International Journal of Environmental Research and Public Health. 2026; 23(4):490. https://doi.org/10.3390/ijerph23040490

Chicago/Turabian Style

Tarnthong, Nathachon, and Chitralada Chaiya. 2026. "Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and ‘Human-in-the-Loop’ Telemedicine in Rural Thailand" International Journal of Environmental Research and Public Health 23, no. 4: 490. https://doi.org/10.3390/ijerph23040490

APA Style

Tarnthong, N., & Chaiya, C. (2026). Digital Governance at the Street Level: A Mixed-Methods Study of Systemic Resilience and ‘Human-in-the-Loop’ Telemedicine in Rural Thailand. International Journal of Environmental Research and Public Health, 23(4), 490. https://doi.org/10.3390/ijerph23040490

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