ArticleJMIR public health and surveillance2022
Factors Influencing Adoption and Use of Telemedicine Services in Rural Areas of China: Mixed Methods Study.
Article in JMIR public health and surveillance, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 32 papers, 3 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
32 citing papers in PubMed, 3 syntheses or guidelines pooled it, 55 citations in OpenAlex.
- Communication Strategies to Promote Patient Engagement in Telemedicine: Systematic Review.Journal of medical Internet research · 2026Pooled it
- Attitudes towards Telemedicine Services and Associated Factors among health professionals in Ethiopia: a systematic review and meta-analysis.BMC health services research · 2024Pooled it
- Effects of integrated care on patients with COPD and comorbidities: a systematic review.Therapeutic advances in respiratory diseasePooled it
- Economic Evaluation of a Multicomponent mHealth Intervention for Stroke Management in Rural China: Cluster-Randomized Trial With 6-Year Follow-Up.JMIR mHealth and uHealth · 2025Trial
- Patients' expectations, willingness to use, and willingness to pay for telepharmacy in rural and urban community pharmacies.Exploratory research in clinical and social pharmacy · 2026Article
- Healthcare consumers' acceptance and use of digital health technology in LMICs and the role of self-efficacy and facilitating conditions: a systematic review and meta-analysis.The Lancet regional health. Western Pacific · 2026Article
- Digital access, digital health information engagement, and self-reported preventive behavior among rural adults in Guizhou, China: media-use ecologies and cross-sectional associations.Frontiers in public health · 2026Article
- Key Factors Associated With Nonuse of Telemedicine in Patients With Hypertension and/or Diabetes: Findings From the 2023 Indonesia Health Survey.International journal of telemedicine and applications · 2026Article
- Integrated care management model for liver transplantation: a narrative review and single-center implementation experience.Translational gastroenterology and hepatology · 2026Review
- Current status and influencing factors of telehealth readiness among nurses: A multicenter cross-sectional study in Ningxia, China.PloS one · 2026Article
- Is dancing with care a possible solution to problematic smartphone use among middle-aged and older adults? A cross-sectional study.BMC public health · 2025Article
- Benefits and outcomes of implementing virtual health clinics in remote and underserved areas: a scoping review.International journal of technology assessment in health care · 2025Article
- Telemedicine in Obstetrics and Gynecology: A Scoping Review of Enhancing Access and Outcomes in Modern Healthcare.Healthcare (Basel, Switzerland) · 2025Review
- Factors influencing the adoption of telemedicine services among middle-aged and older patients with chronic conditions in rural China: a multicentre cross-sectional study.BMC health services research · 2025Article
- Evaluating the feasibility, adoption, cost-effectiveness, and sustainability of telemedicine interventions in managing COVID-19 within low-and-middle-income countries (LMICs): A systematic review.PLOS digital health · 2025Article
- Technological and Socio-Demographic Factors Influencing Telemedicine Literacy in Trinidad and Tobago: A Cross-Sectional Study Using Multidimensional Approach.Health science reports · 2025Article
- The coupling coordination between digital village construction and rural healthcare service efficiency in China: dynamic evolution, spatial difference and driving factors.Frontiers in public health · 2025Article
- Enterprise-led internet healthcare provision in China: insights from a leading platform.Frontiers in digital health · 2025Article
- Knowledge, Attitudes, and Practices of Healthcare Professionals Toward Internet-Based Hypertension Management: A Cross-Sectional Study.Journal of multidisciplinary healthcare · 2025Article
- Strengthening primary health care service competency: a scoping review of challenges, influencing factors, and enhancement strategies.Frontiers in public health · 2025Article
Corrections and comments
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Authors and funding
11 authors at 5 institutions in 3 countries.
Funding
Abstract
backgroundThe shortage of medical resources in rural China reflects the health inequity in resource-limited settings, whereas telemedicine could provide opportunities to fill this gap. However, evidence of patient acceptance of telemedicine services from low- and middle-income countries is still lacking.
objectiveWe aimed to understand the profile of patient end-user telemedicine use and identify factors influencing telemedicine service use in rural China.
methodsOur study followed a mixed methods approach, with a quantitative cross-sectional survey followed by in-depth semistructured interviews to describe telemedicine use and its associated factors among rural residents in Guangdong Province, China. In the quantitative analysis, explanatory variables included environmental and context factors, household-level factors, individual sociodemographic factors, access to digital health care, and health needs and demand factors. We conducted univariate and multivariate analyses using Firth logistic regression to examine the correlations of telemedicine uptake. A thematic approach was used, guided by the Social Cognitive Theory for the qualitative analysis.
resultsA total of 2101 households were recruited for the quantitative survey. With a mean age of 61.4 (SD 14.41) years, >70% (1364/2101, 72.94%) of the household respondents were male. Less than 1% (14/2101, 0.67%) of the respondents reported experience of using telemedicine. The quantitative results supported that villagers living with family members who had a fever in the past 2 weeks (adjusted odds ratio 6.96, 95% CI 2.20-21.98; P=.001) or having smartphones or computers (adjusted odds ratio 3.71, 95% CI 0.64-21.32; P=.14) had marginally higher telemedicine uptake, whereas the qualitative results endorse these findings. The results of qualitative interviews (n=27) also supplemented the potential barriers to telemedicine use from the lack of knowledge, trust, demand, low self-efficacy, and sufficient physical and social support.
conclusionsThis study found extremely low use of telemedicine in rural China and identified potential factors affecting telemedicine uptake. The main barriers to telemedicine adoption among rural residents were found, including lack of knowledge, trust, demand as well as low self-efficacy, and insufficient physical and social support. Our study also suggests strategies to facilitate telemedicine engagement in low-resource settings: improving digital literacy and self-efficacy, building trust, and strengthening telemedicine infrastructure support.
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