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Background: Digital patient portals (PPs) are platforms that enhance patient engagement and promote active involvement in health care by providing remote access to personal health data. Although many hospitals are legally required to offer these portals, adoption varies widely among patients, often influenced by sociodemographic and socioeconomic determinants. Evidence suggests that higher income, education, employment status, and specific age groups correlate with increased portal usage, highlighting a digital divide. This study aims to analyze sociodemographic and socioeconomic determinants affecting digital PP usage, addressing inconsistencies in existing research and contributing to strategies for reducing digital health disparities.
Objective: This study aimed to conduct a meta-analysis of the sociodemographic and socioeconomic factors contributing to the digital divide in the usage of digital PPs.
Methods: A systematic review with meta-analysis was conducted using PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines in PubMed, Web of Science Core Collection, and EBSCOhost. Screening involved 3 reviewers with consensus meetings to resolve discrepancies. Data on sociodemographic and socioeconomic factors and statistical outcomes were extracted, and study quality was assessed using the Mixed Methods Appraisal tool. Results were visualized using forest and funnel plots to assess heterogeneity and publication bias.
Results: A total of 2225 studies were identified through a systematic review, and after title and abstract screening, 17 studies were included in the quantitative and qualitative analysis. The qualitative analysis revealed that younger patients (younger than 65 y) were significantly more likely to use the digital PP, while the meta-analysis revealed that women had a 16% higher likelihood of using the digital PP than men. The relationship between income and digital PP usage was inconsistent, due to different scaling in different studies. A higher level of education was significantly associated with a 37% greater likelihood of using the digital PP in the meta-analysis. In addition, employed patients were 23% more likely to use the digital PP, while married patients had a 13% higher likelihood of using it than unmarried patients. Marital status and employment can be considered as measurable factors of social relationships.
Conclusions: The review confirms that sociodemographic and socioeconomic factors significantly influence the usage of digital PP in hospital care. Marital status shows that social support plays a vital role, with married patients 13% more likely to engage with digital PPs. It is worth noting that social support through connections to society via work or work colleagues can also play an important role as like as a partner at home, with employed individuals being 22% more likely to use digital PPs. Overall, sociodemographic factors, like marital status, primarily affect usage patterns, while socioeconomic factors, like employment, enable access, emphasizing the need for comprehensive support systems to bridge the digital divide in health care.
Trial Registration: German register of clinical trials DRKS00033125; https://drks.de/search/de/trial/DRKS00033125 and PROSPERO CRD42024567203; https://www.crd.york.ac.uk/PROSPERO/view/CRD42024567203.
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http://dx.doi.org/10.2196/68091 | DOI Listing |
Sleep Med
August 2025
Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, Zuid-Holland, the Netherlands; Trimbos Institute - Netherlands Institute for Mental Health and Addiction, Utrecht, the Netherlands. Electronic address:
Objectives: Sleep is known to change around pregnancy. Yet current studies often do not take into account the multidimensionality of sleep and its changes from preconception to postpartum. Therefore, this study aims to explore maternal multivariate sleep trajectory from preconception to 6 months postpartum and related determinants.
View Article and Find Full Text PDFJ Dent Res
September 2025
Dentistry, Schulich School of Medicine & Dentistry, Western University, London, ON, Canada.
The fundamental cause theory posits social factors as causes of disease as they encompass access to important resources such as knowledge, wealth, and social networks. While these social factors have been consistently associated with oral and systemic diseases, causality remains unestablished. Here, we estimated the causal effect of social adversity, comprising low economic and social capital, on the development of (1) oral conditions (OC) and (2) multimorbidity including oral conditions (MIOC) in a cohort of middle-aged and older adults over a 7-y period and assessed whether effects varied by age or gender.
View Article and Find Full Text PDFPublic Health
September 2025
Department of Epidemiology, Columbia University Mailman School of Public Health, New York, USA. Electronic address:
Objectives: Severe vision impairment is a major public health concern, diminishing quality of life and driving significant costs. Understanding its prevalence and associated factors is essential for effective prevention and care strategies. This study investigates the prevalence of severe vision impairment in Mexican adults and its association with sociodemographic factors and common chronic diseases.
View Article and Find Full Text PDFJ Int Med Res
September 2025
Woman and Child Health Department, College of Medicine, Taibah University, Saudi Arabia.
ObjectiveThis study aimed to assess the prevalence and associated factors of male sexual dysfunction in a population of young men using validated tools to evaluate erectile function and its contributing factors.MethodsA community-based cross-sectional study was conducted between April 2023 and August 2024 among married men aged ≤40 years in Saudi Arabia. Participants were randomly selected from public gatherings across five regions and interviewed using the International Index of Erectile Function and Sexual Health Inventory for Men.
View Article and Find Full Text PDFPLoS One
September 2025
Department of Environmental Sciences and Engineering, 135 Dauer Drive, University of North Carolina- Chapel Hill, North Carolina, United States of America.
The adversity of diet-related diseases is increased because of food insecurity . North Carolina is higher than the national average (11.7%) in food insecurity at 13.
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