1. Introduction
The rapid evolution of digital health
technologies has fundamentally reshaped healthcare delivery worldwide, with
telemedicine emerging as a cornerstone of modern patient care. This
transformation, dramatically accelerated by the COVID-19 pandemic, has revealed
both the immense potential and persistent challenges inherent in delivering
healthcare services remotely [,]. This
Special Issue of Healthcare brings together a diverse collection of
research and review articles that explore telemedicine’s multifaceted role in
transforming healthcare delivery across various populations, clinical settings,
and geographical contexts.
The ten contributions featured in this
Special Issue collectively address critical dimensions of telemedicine and its
implementation: from technological adoption and provider acceptance to patient
satisfaction, cost-effectiveness, and equity considerations. These studies span
diverse healthcare domains, including chronic disease management, mental health
services, specialty care, and geriatric medicine, while examining populations
ranging from socioeconomically disadvantaged urban communities to remote rural
areas across multiple continents. Understanding these diverse applications is
essential as telemedicine evolves from an emergency response measure to an
integral component of sustainable healthcare delivery systems [].
2. Provider Adoption and Acceptance
Understanding the factors that influence
healthcare providers’ adoption of telemedicine is fundamental to successful
implementation. Bîlbîie et al. (Contribution 1) []
investigate the acceptance that Romanian physicians practiced for telemedicine
through the Technology Acceptance Model (TAM), analyzing 1093 nationwide survey
responses. Their findings reveal that perceived usefulness emerges as a
stronger predictor of adoption compared to perceived ease of use, while
subjective norms, perceived incentives, and accessibility to medical records
significantly influence behavioral intention to use telemedicine. This study
underscores that successful telemedicine implementation requires addressing not
only technological barriers but also systemic factors, including regulatory
frameworks and financial incentives. These findings align with broader research
demonstrating that organizational support and clear reimbursement policies are
critical enablers of telemedicine adoption [,].
The human dimension of healthcare delivery
in digital settings is explored by Gabay et al. (Contribution 2) [], who examine communication between clinicians
and chronically ill elderly patients during digital encounters. Their
patient-centered analysis reveals that personalized communication strategies
can help preserve therapeutic relationships in virtual settings, addressing
concerns about losing personal connections that are particularly acute among
elderly populations. This work emphasizes that technology alone cannot ensure
quality care; rather, clinicians must adapt their communication approaches to
maintain empathy and connection in digital environments. The importance of the
quality of communication in telemedicine has been increasingly recognized as a
determinant of patient satisfaction and treatment adherence [].
3. Disease-Specific Applications and Clinical Effectiveness
Several contributions demonstrate
telemedicine’s efficacy in managing specific conditions and populations.
Gherman et al. (Contribution 3) [] present a
prospective controlled study examining telemedicine-supported interventions
versus standard care for cardiovascular risk factor management in a socially
deprived urban population in Romania. Their six-month intervention,
incorporating regular phone calls focused on adherence to medication,
self-monitoring, and lifestyle modifications, demonstrates telemedicine’s
potential to address healthcare disparities in underserved communities where
traditional healthcare access remains limited. These findings contribute to
growing evidence that telemedicine interventions can effectively reduce
cardiovascular risk factors when integrated with patient education and remote
monitoring [,].
Al-Aqeel et al. (Contribution 4) [] contribute valuable evidence on the
cost-effectiveness of pharmacist-led virtual diabetes clinics. Their
feasibility study characterizes pharmacists’ interventions in telepharmacy
settings, demonstrating improved diabetes-related outcomes while enhancing
access to specialized pharmaceutical care. This work illustrates how
telemedicine can expand the roles of various healthcare professionals beyond traditional
boundaries, optimizing resource utilization in the management of diabetes. The
integration of telepharmacy into chronic disease management represents a
promising avenue for healthcare system optimization, particularly given the
global shortage of healthcare professionals [].
Haimi and Lerner (Contribution 5) [] provide a comprehensive narrative review of
telemedicine applications in celiac disease and gluten-free diet-dependent
conditions, drawing insights from the COVID-19 pandemic experience. Their
analysis reveals how telehealth facilitated essential dietary counseling during
lockdowns and suggests sustained benefits for ongoing disease management. This
review demonstrates telemedicine’s value in conditions requiring long-term
nutritional support and monitoring, particularly in regions with limited access
to specialized dietitians. The role of telemedicine in nutritional counseling
and dietary management remains an underexplored area, warranting further
investigation [].
The application of telemedicine to
specialized care is exemplified by Chen et al. (Contribution 6) [], who assessed satisfaction with
teleophthalmology services in remote areas of Taiwan. Their study validates the
efficacy of an integrated real-time videoconferencing system incorporating
ophthalmic instruments, demonstrating that specialty telemedicine services can
effectively reach geographically isolated populations while maintaining high
patient satisfaction levels. Teleophthalmology has emerged as one of the most
successful applications of telemedicine, with its effectiveness demonstrated in
diabetic retinopathy screening and glaucoma management [,].
4. Mental Health and Pediatric Applications
Johnson et al. (Contribution 7) [] address a critical gap in mental health
services by examining a telehealth outreach program for traumatic stress in
children. Their study on Trauma-Focused Cognitive Behavioral Therapy (TF-CBT)
delivery via telehealth identifies strategies for long-term sustainability, which
is particularly important given documented disparities in access to mental
health services for racial and ethnic minority youths and rural communities.
This contribution highlights telemedicine’s potential to democratize access to
evidence-based mental health interventions for vulnerable pediatric
populations. The expansion of telepsychiatry and tele-mental health services was
one of the most significant developments during the pandemic, with evidence
suggesting comparable outcomes to in-person care for many conditions [,].
5. Health Equity and Socioeconomic Determinants
A crucial theme emerging from this Special
Issue concerns health equity and the digital divide. Cobb et al. (Contribution
8) [] present sobering findings on
telehealth use among low-income African American and Latino residents of public
housing in Los Angeles. Notably, their research reveals that perceived benefits
and self-efficacy do not mediate the effects of demographic, health, and social
determinants on telehealth utilization. These findings challenge assumptions
that simply improving attitudes toward telemedicine will overcome structural
barriers, emphasizing instead the need for comprehensive interventions
addressing internet access, digital literacy, and systemic inequities. The
persistence of digital health disparities represents one of the most pressing
challenges for the implementation of telemedicine, requiring policy
interventions that extend beyond healthcare systems to address broader social
determinants of health [,].
6. Synthesis of Systematic Evidence
Two comprehensive review articles provide
broader perspectives on telemedicine’s evolving landscape. Bernuzzi et al.
(Contribution 9) [] offer a bibliometric
analysis that maps research trends on telemedicine’s implications for
healthcare professionals. Their systematic analysis of 160 articles reveals
that successful telemedicine implementation requires more than technological
readiness—healthcare professionals’ wellbeing must also be considered a
strategic priority, as this directly impacts sustainability and quality of
care. This framework reframes telemedicine as a complex organizational
transformation rather than a merely technological intervention. The impact of
telemedicine on healthcare workforce dynamics, including potential burnout
prevention through increased flexibility and concerns about professional
isolation, requires ongoing monitoring and research [].
Pizarro-Mena et al. (Contribution 10) [] conduct an extensive literature review on the implementation
of telehealth among older people in Latin America and the Caribbean. While the
COVID-19 pandemic accelerated the adoption of telehealth in gerontology and
geriatrics, their analysis identifies persistent challenges, including digital
literacy barriers, limited infrastructure, and cultural factors that must be
addressed to ensure equitable access for aging populations in resource-limited
settings. The unique needs of elderly populations in the adoption of
telemedicine, including age-related sensory and cognitive changes,
unfamiliarity with technology, and preference for in-person care, make tailored
implementation strategies necessary [,].
7. Future Directions
Collectively, these contributions paint a
nuanced picture of telemedicine’s transformation of healthcare delivery. The
evidence demonstrates clear benefits: improved access to care for
geographically isolated and underserved populations, enhanced chronic disease
management, cost-effectiveness in specific applications, and consistent patient
satisfaction across diverse clinical contexts. Telemedicine has proven
particularly valuable for follow-up care, chronic disease monitoring, mental
health services, and specialty consultations. However, the research also
reveals significant barriers that threaten the equitable implementation of
telehealth.
Infrastructure limitations, particularly
inadequate broadband access in rural and low-income areas, remain fundamental
obstacles []. The digital divide extends
beyond connectivity to encompass digital literacy, device availability, and
technological comfort, particularly among the elderly and socioeconomically
disadvantaged populations. Provider-related barriers include concerns about
reimbursement, uncertainty regarding regulation, and the need for training in
telemedicine-specific communication skills [].
System-level challenges involve interoperability, data security, and the
integration of telemedicine platforms with existing healthcare infrastructure.
8. Critical Research Gaps and Future Priorities
While this Special Issue advances our
understanding of telemedicine’s implementation, several critical research gaps
warrant attention. First, longitudinal outcome studies are needed to assess the
long-term effectiveness of telemedicine interventions across various clinical
conditions. Most existing studies, including several in this collection, focus
on short-to-medium term outcomes. Research examining 5–10-year outcomes,
including clinical endpoints, healthcare utilization patterns, and patient
satisfaction trajectories, would provide crucial evidence for sustainable
telemedicine integration [].
Second, comparative effectiveness research
must expand beyond simple telemedicine-versus-usual-care designs to examine
optimal modalities for specific conditions and populations. Which patients
benefit most from synchronous video consultations versus asynchronous
store-and-forward approaches? When are hybrid models superior to purely virtual
or in-person care? Understanding these nuances will enable precise implementation
tailored to patient needs and healthcare contexts [].
Third, the economic evaluation of
telemedicine remains incomplete. While studies like Al-Aqeel et al. [] provide valuable feasibility data,
comprehensive health economic analyses incorporating societal costs,
productivity gains, patient time savings, and long-term cost trajectories are
essential for policy decision-making. Standardized frameworks for telemedicine’s
cost-effectiveness assessment across different healthcare systems would
facilitate evidence synthesis and policy translation [].
Fourth, the implementation of science
research must identify effective strategies for scaling telemedicine in diverse
settings. The contributions by Johnson et al. []
and Pizarro-Mena et al. [] highlight
sustainability challenges, but more research is needed on organizational
factors, workflow integration, payment models, and training programs that
enable successful large-scale implementation. Comparative implementation
studies across different healthcare systems could identify transferable success
factors [].
Fifth, research on the integration of
artificial intelligence with telemedicine represents an area for development.
While not extensively covered in this Special Issue, AI-assisted triage,
diagnostic support, and automated monitoring have the potential to enhance
telemedicine capabilities while raising new questions about clinical
validation, liability, and the preservation of human connection in care
delivery [,]. Studies examining optimal
human–AI collaboration in telemedicine settings are urgently needed.
Sixth, research on patient preference and
satisfaction must move beyond simple satisfaction scores to understand the
factors driving patient choices between telemedicine and in-person care. What
clinical scenarios do patients prefer to receive through virtual care? How do
preferences vary by demographic characteristics, health literacy, prior
technology experience, and clinical condition? Understanding patient
decision-making will inform the design of patient-centered hybrid care models [].
Finally, health equity research must
examine not only disparities in access but also disparities in quality for the
delivery of care through telemedicine. Do outcomes differ by race, ethnicity,
socioeconomic status, or language proficiency when care is delivered via
telemedicine? Are certain populations receiving lower-quality virtual care due
to communication barriers, technological limitations, or implicit biases? As
Cobb et al. [] demonstrate, structural
interventions beyond changes in attitude are necessary to achieve health equity
in digital healthcare delivery [,].
9. Implications for Policy and Practice
Moving forward, several priority areas
emerge from this body of work. First, policies must address structural barriers
to access, including universal broadband infrastructure, device provision
programs, and digital literacy initiatives targeted at vulnerable populations.
Telemedicine cannot achieve its potential for equity without fundamental
investments in digital infrastructure as a social determinant of health [,].
Second, reimbursement models must evolve to
fairly compensate telemedicine services while incentivizing quality care.
Payment parity between virtual and in-person visits, when clinically
appropriate, should be accompanied by quality metrics ensuring that
telemedicine maintains high standards of care delivery. Value-based payment
models may better capture telemedicine’s contributions to access, convenience,
and prevention than traditional fee-for-service approaches [].
Third, provider training programs should
incorporate telemedicine-specific competencies, including digital communication
skills, cultural sensitivity in virtual care delivery, and proficiency with
various telemedicine platforms and technologies. Medical education must evolve
to prepare future healthcare professionals for hybrid practice environments
where telemedicine is integrated seamlessly with in-person care [].
Fourth, regulatory frameworks must balance
innovation with patient safety. Licensure portability, privacy protections,
prescribing regulations, and liability standards need modernization to support
telemedicine expansion while safeguarding patients. International collaboration
on telemedicine standards and regulations could facilitate cross-border care
delivery where appropriate [].
10. Conclusions
The pandemic served as an unprecedented
catalyst for the adoption of telemedicine, demonstrating both its potential and
its limitations. As healthcare systems transition to post-pandemic normalcy,
the challenge lies in preserving telemedicine’s benefits while addressing its
shortcomings. Hybrid care models that thoughtfully integrate virtual and
in-person services may offer the most promising path forward, allowing
personalized care delivery that leverages technology’s strengths while
maintaining essential aspects of traditional healthcare relationships.
This Special Issue contributes valuable
evidence to guide the continued evolution of telemedicine. By examining its implementation
across diverse populations, healthcare systems, and clinical applications,
these studies provide actionable insights for policymakers, healthcare
administrators, clinicians, and researchers working to ensure that telemedicine
fulfills its promise of becoming more accessible, efficient, and equitable
healthcare for all. The research gaps identified here represent opportunities
for the scientific community to advance knowledge and improve practice,
ultimately enhancing patient care in an increasingly digital healthcare
landscape.
Conflicts of Interest
The authors declare no conflicts of interest.
List of Contributions
- Bîlbîie, A.; Puiu, A.-I.; Mihăilă, V.; Burcea, M. Investigating Physicians’ Adoption of Telemedicine in Romania Using Technology Acceptance Model (TAM). Healthcare 2024, 12, 1531.
- Gabay, G.; Ornoy, H.; Gere, A.; Moskowitz, H. Personalizing Communication of Clinicians with Chronically Ill Elders in Digital Encounters—A Patient-Centered View. Healthcare 2024, 12, 434.
- Gherman, A.; Levai, C.M.; Haţegan, O.A.; Popoiu, C.M.; Stoicescu, E.R.; Maghiari, A.L. Telemedicine-Supported Intervention Versus Standard Care for Managing Cardiovascular Risk Factors in a Socially Deprived Urban Population: A Prospective Study. Healthcare 2025, 13, 2202.
- Al-Aqeel, S.; Mutlaq, A.; Alkhalifa, N.; Alnassar, D.; Alghanim, R.; Algarni, W.; Alshammari, S. Pharmacists’ Interventions in Virtual Diabetes Clinics: Cost-Effectiveness Feasibility Study. Healthcare 2025, 13, 2130.
- Haimi, M.; Lerner, A. Utilizing Telemedicine Applications in Celiac Disease and Other Gluten-Free-Diet-Dependent Conditions: Insights from the COVID-19 Pandemic. Healthcare 2024, 12, 1132.
- Chen, N.; Wang, J.-H.; Chiu, C.-J. Satisfaction with Teleophthalmology Services: Insights from Remote Areas of Taiwan. Healthcare 2024, 12, 818.
- Johnson, E.; Kruis, R.; Orengo-Aguayo, R.; Verdin, R.; King, K.; Ford, D.; Stewart, R. Telehealth Outreach Program for Child Traumatic Stress: Strategies for Long-Term Sustainability. Healthcare 2024, 12, 2110.
- Cobb, S.; Dillard, A.; Yaghmaei, E.; Bazargan, M.; Assari, S. Telehealth Perceived Benefits and Self-Efficacy Do Not Mediate the Effects of Demographic, Health, and Social Determinants on Telehealth Use of Low-Income African American and Latino Residents of Public Housing in Los Angeles. Healthcare 2025, 13, 286.
- Bernuzzi, C.; Piccardo, M.A.; Guglielmetti, C. Mapping Research Trends on the Implications of Telemedicine for Healthcare Professionals: A Comprehensive Bibliometric Analysis. Healthcare 2025, 13, 1149.
- Pizarro-Mena, R.; Rotarou, E.S.; Baracaldo-Campo, H.A.; et al. Implementation of Telehealth Among Older People: A Challenge and Opportunity for Latin America and the Caribbean—A Literature Review. Healthcare 2025, 13, 2680.
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