ReviewJournal of medical Internet research2023
The Digital Divide in Brazil and Barriers to Telehealth and Equal Digital Health Care: Analysis of Internet Access Using Publicly Available Data.
Review in Journal of medical Internet research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 1 of them a synthesis that pooled it.
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Who cites it
33 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Digital management of diabetes global research trends: a bibliometric study.Frontiers in medicine · 2025Pooled it
- Impact of telehealth modalities on medication adherence in older adults with heart disease: Evidence from NHATS.Internet interventions · 2026Article
- Digital health technologies for supporting home-based rehabilitation and management of children with cerebral palsy: a scoping review.BMJ open · 2026Article
- Beyond Technological Access: Exploring Contextual Factors Related to Teleassessment Usability in Interstitial Lung Disease.International journal of environmental research and public health · 2026Article
- Factors influencing willingness to use medical visit companion services among older Chinese adults: a Logistic-ISM model approach.BMC geriatrics · 2026Article
- Digital citizenship for health: Mapping and evaluation of existing platforms supporting digital, health, and civic literacy among young people.PLOS digital health · 2026Article
- The feasibility of using deep learning technologies to preliminarily identify patients with advanced knee osteoarthritis via smartphone videos.Journal of neuroengineering and rehabilitation · 2026Article
- Telemedicine utilization and digital inclusion among people with disabilities in Saudi Arabia: post-pandemic associated factors and policy implications.Frontiers in public health · 2026Article
- Vaccine hesitancy in Brazil: post-pandemic challenges and the use of artificial intelligence.Revista de saude publica · 2026Article
- Short-form video usage and cognitive function among rural older adults in northern China: a cross-sectional study.Frontiers in public health · 2026Article
- When technology advances faster than competence: the risk of deskilling in obstetrics and gynecology.Revista brasileira de ginecologia e obstetricia : revista da Federacao Brasileira das Sociedades de Ginecologia e Obstetricia · 2026Article
- Digital twin virtual hospitals and rural health disparities: a six-country comparative study (2018-2024).Frontiers in public health · 2026Article
- A global overview of anatomical science education and its present and future role in biomedical curricula.Anatomical sciences education · 2026Review
- Screening early numerical development in Brazilian children: adaptation and validation of MARKO-S.Frontiers in psychology · 2026Article
- Demand creation for testing and Covid-19 surveillance indicators in the Covid-19 Testing, Isolation, Quarantine, and Telemonitoring Study.Revista de saude publica · 2026Article
- Service Quality Assessment of Digital Health Solutions in Outpatient Care: Qualitative Item Repository Development Study.JMIR formative research · 2025Article
- Strategies for enhancing PHC accessibility through mobile and capsule clinics: a spatial location allocation study in China.BMC health services research · 2025Article
- Digital Health and Primary Health Care Quality: A Survey Case Study.International journal of environmental research and public health · 2025Article
- Determining the Requirements of Vulnerable Groups for Health Counseling and Optimizing the Evaluation of Health Consultations: Mixed Methods Study With the Use of AI.JMIR formative research · 2025Article
- PhysioDimClassifier-imbalance data classifier model for IoMT-based remote patient monitoring systems.MethodsX · 2025Article
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe COVID-19 pandemic has increased the use of digital solutions in medical care, especially for patients in remote areas and those requiring regular medical care. However, internet access is essential for the implementation of digital health care. The digital divide is the unequal distribution of access to digital technology, and the first level digital divide encompasses structural barriers. Brazil, a country with economic inequality and uneven population distribution, faces challenges in achieving internet access for all.
objectiveThis study aims to provide a comprehensive overview of the first-level digital divide in Brazil, estimate the relationship between variables, and identify the challenges and opportunities for digital health care implementation.
methodsData were retrieved from the Brazilian Institute of Geography and Statistics National Continuous House survey database, including demographic, health, and internet-related variables. Statistical analysis included 2-tailed t tests, chi-square, and multivariate logistic regression to assess associations between variables.
resultsOur analysis included 279,382 interviews throughout Brazil. The sample included more houses from the northeast (n=99,553) and fewer houses from the central west (n=30,804). A total of 223,386 (80.13%) of the interviewed population used the internet, with urban areas having higher internet access (187,671/212,109, 88.48%) than rural areas (35,715/67,077, 53.24%). Among the internet users, those interviewed who lived in urban houses, were women, were younger, and had higher income had a statistically higher prevalence (P<.001). Cell phones were the most common device used to access the internet (141,874/143,836, 98.63%). Reasons for not using the internet included lack of interest, knowledge, availability, and cost, with regional variations. The prevalence of internet access also varied among races, with 84,747 of 98,968 (85.63%) White respondents having access, compared to 22,234 of 28,272 (78.64%) Black respondents, 113,518 of 148,191 (76.6%) multiracial respondents, and 2887 of 3755 (76.88%) other respondents. In the southeast, central west, and south regions, the numbers of people with internet access were 49,790 of 56,298 (88.44%), 27,209 of 30,782 (88.39%), and 27,035 of 31,226 (86.58%), respectively, and in the north and northeast, 45,038 of 61,404 (73.35%) and 74,314 of 99,476 (74.7%). The income of internet users was twice the income of internet nonusers. Among those with diabetes-related limitations in daily activities, 945 of 2377 (39.75%) did not have internet access, and among those with daily activity restrictions, 1381 of 3644 (37.89%) did not have access. In a multivariate logistic regression analysis, women (odds ratio [OR] 1.147, 95% CI 0.118-0.156; P<.001), urban households (OR 6.743, 95% CI 1.888-1.929; P<.001), and those earning more than the minimum wage (OR 2.087, 95% CI 0.716-0.756; P<.01) had a positive association with internet access.
conclusionsBrazil's diverse regions have different demographic distributions, house characteristics, and internet access levels, requiring targeted measures to address the first-level digital divide in rural areas and reduce inequalities in digital health solutions. Older people, poor, and rural populations face the greatest challenges in the first level digital divide in Brazil, highlighting the need to tackle the digital divide in order to promote equitable access to digital health care.
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