DIGITAL TRANSFORMATION OF PRIMARY CARE: TELEMEDICINE APPLICATIONS, AMBIENT AI INTEGRATION, AND SOCIAL EQUITY CHALLENGES – A NARRATIVE REVIEW

Authors

DOI:

https://doi.org/10.31435/ijitss.2(50).2026.5465

Keywords:

Artificial Intelligence, Chronic Disease Management, Healthcare Accessibility, Primary Care, Telehealth, Telemedicine

Abstract

Telemedicine has emerged as an important component of modern healthcare systems, particularly within primary care settings where accessibility and continuity of care are essential. The aim of this study was to review the current literature regarding the applications, benefits, and challenges associated with telemedicine in primary healthcare.

A narrative literature review was conducted using major scientific databases including PubMed, Scopus, and Web of Science. Relevant peer-reviewed articles published in English were identified and analyzed to determine key developments in telemedicine implementation.

The findings indicate that telemedicine has significantly improved access to healthcare services, particularly for patients in rural or underserved areas. It has also enhanced chronic disease management, including conditions such as diabetes and hypertension, through remote monitoring and digital consultations. Emerging technologies such as artificial intelligence and ambient clinical intelligence systems may further support clinical decision-making and automate medical documentation in primary care.

Despite these advantages, several challenges remain, including technological barriers, digital literacy gaps, concerns regarding data security and privacy, and limitations in performing physical examinations during remote consultations. In addition, disparities in access to digital technologies may contribute to inequalities in healthcare delivery.

Overall, telemedicine represents a promising tool for strengthening primary healthcare systems. Continued technological development, appropriate regulatory frameworks, and improved digital health literacy will be essential for maximizing the benefits of telemedicine in the future.

References

Adler-Milstein, J., & Jha, A. K. (2017). HITECH Act drove large gains in hospital electronic health record adoption. Health Affairs, 36(8), 1416–1422. https://doi.org/10.1377/hlthaff.2016.1651

Agarwal, R., Gao, G., DesRoches, C., & Jha, A. K. (2010). Research commentary—The digital transformation of healthcare: Current status and the road ahead. Information Systems Research, 21(4), 796–809. https://doi.org/10.1287/isre.1100.0327

Bashshur, R. L., Shannon, G. W., & Smith, B. R. (2016). The empirical foundations of telemedicine interventions in primary care. Telemedicine and e-Health, 22(5), 342–375. https://doi.org/10.1089/tmj.2016.0045

Bashshur, R. L., Doarn, C. R., & Frenk, J. M. (2020). Telemedicine and the COVID-19 pandemic: Lessons for the future. Telemedicine and e-Health, 26(5), 571–573. https://doi.org/10.1089/tmj.2020.29040.rb

Bramer, W. M., Rethlefsen, M. L., Kleijnen, J., & Franco, O. H. (2017). Optimal database combinations for literature searches in systematic reviews. Systematic Reviews, 6, 245. https://doi.org/10.1186/s13643-017-0644-y

Dorsey, E. R., & Topol, E. J. (2016). State of telehealth. New England Journal of Medicine, 375(2), 154–161. https://doi.org/10.1056/NEJMra1601705

Edirippulige, S., & Armfield, N. R. (2017). Education and training to support telehealth. Journal of Telemedicine and Telecare, 23(2), 273–282. https://doi.org/10.1177/1357633X16632968

Ferrari, R. (2015). Writing narrative style literature reviews. Medical Writing, 24(4), 230–235. https://doi.org/10.1179/2047480615Z.000000000329

Flodgren, G., Rachas, A., Farmer, A. J., Inzitari, M., Shepperd, S., & Rockers, P. C. (2015). Interactive telemedicine: Effects on professional practice and healthcare outcomes. Cochrane Database of Systematic Reviews, 2015(9), CD002098. https://doi.org/10.1002/14651858.CD002098.pub2

Free, C., Phillips, G., Galli, L., Watson, L., Felix, L., Edwards, P., Patel, V., & Haines, A. (2013). The effectiveness of mobile-health technologies to improve health care service delivery processes: A systematic review and meta-analysis. PLOS Medicine, 10(1), e1001363. https://doi.org/10.1371/journal.pmed.1001363

Green, B. N., Johnson, C. D., & Adams, A. (2006). Writing narrative literature reviews for peer-reviewed journals: Secrets of the trade. Journal of Chiropractic Medicine, 5(3), 101–117. https://doi.org/10.1016/S0899-3467(07)60142-6

Greenhalgh, T., Wherton, J., Shaw, S., & Morrison, C. (2020). Video consultations for COVID-19. BMJ, 368, m998. https://doi.org/10.1136/bmj.m998

Greenhalgh, T., Vijayaraghavan, S., Wherton, J., Shaw, S., Byrne, E., Campbell-Richards, D., Bhattacharya, S., Hanson, P., Ramoutar, S., Gutteridge, C., Hodkinson, I., Collard, A., & Morris, J. (2016). Virtual online consultations: Advantages and limitations of video consultations in a NHS acute trust. BMJ Open, 6(1), e009388. https://doi.org/10.1136/bmjopen-2015-009388

Hilty, D. M., Ferrer, D. C., Parish, M. B., Johnston, B., Callahan, E. J., & Yellowlees, P. M. (2013). The effectiveness of telemental health: A 2013 review. Telemedicine and e-Health, 19(6), 444–454. https://doi.org/10.1089/tmj.2013.0075

Inglis, S. C., Clark, R. A., Dierckx, R., Prieto-Merino, D., & Cleland, J. G. F. (2015). Structured telephone support or non-invasive telemonitoring for patients with heart failure. Cochrane Database of Systematic Reviews, 2015(10), CD007228. https://doi.org/10.1002/14651858.CD007228.pub3

Kitsiou, S., Paré, G., & Jaana, M. (2013). Systematic reviews and meta-analyses of home telemonitoring interventions for patients with chronic diseases: A critical assessment of their methodological quality. Journal of Medical Internet Research, 15(7), e150. https://doi.org/10.2196/jmir.2770

Kruse, C. S., Argueta, D. A., Lopez, L., & Nair, A. (2015). Patient and provider attitudes toward the use of patient portals for the management of chronic disease: A systematic review. Journal of Medical Internet Research, 17(2), e40. https://doi.org/10.2196/jmir.3703

Kruse, C. S., Krowski, N., Rodriguez, B., Tran, L., Vela, J., & Brooks, M. (2017). Telehealth and patient satisfaction: A systematic review and narrative analysis. BMJ Open, 7(8), e016242. https://doi.org/10.1136/bmjopen-2017-016242

Kruse, C. S., Karem, P., Shifflett, K., Vegi, L., Ravi, K., & Brooks, M. (2018). Evaluating barriers to adopting telemedicine worldwide: A systematic review. Journal of Telemedicine and Telecare, 24(1), 4–12. https://doi.org/10.1177/1357633X16674087

Lam, K., Lu, A. D., Shi, Y., & Covinsky, K. E. (2020). Assessing telemedicine unreadiness among older adults in the United States during the COVID-19 pandemic. JAMA Internal Medicine, 180(10), 1389–1391. https://doi.org/10.1001/jamainternmed.2020.2671

McGloin, H., O’Connell, D., & Glacken, M. (2020). Patient empowerment using electronic telemonitoring with telephone support in the transition to insulin therapy in adults with type 2 diabetes: Observational, pre-post, mixed methods study. Journal of Medical Internet Research, 22(5), e16161. https://doi.org/10.2196/16161

Mann, D. M., Chen, J., Chunara, R., Testa, P. A., & Nov, O. (2020). COVID-19 transforms health care through telemedicine: Evidence from the field. Journal of the American Medical Informatics Association, 27(7), 1132–1135. https://doi.org/10.1093/jamia/ocaa072

Monaghesh, E., & Hajizadeh, A. (2020). The role of telehealth during COVID-19 outbreak: A systematic review based on current evidence. BMC Public Health, 20, 1193. https://doi.org/10.1186/s12889-020-09301-4

Neufeld, J. D., Doarn, C. R., & Aly, R. (2016). State policies influence Medicare telemedicine utilization. Telemedicine and e-Health, 22(1), 70–74. https://doi.org/10.1089/tmj.2015.0044

Nouri, S., Khoong, E. C., Lyles, C. R., & Karliner, L. (2020). Addressing equity in telemedicine for chronic disease management during the COVID-19 pandemic. NEJM Catalyst Innovations in Care Delivery. https://catalyst.nejm.org/doi/full/10.1056/CAT.20.0123

Omboni, S., McManus, R. J., Bosworth, H. B., Chappell, L. C., Green, B. B., Kario, K., Logan, A. G., Magid, D. J., McKinstry, B., Margolis, K. L., Parati, G., Wakefield, B. J., & Gabb, G. M. (2020). Evidence and recommendations on telemedicine for the management of arterial hypertension: An international expert position paper. Hypertension, 76(5), 1368–1383. https://doi.org/10.1161/HYPERTENSIONAHA.120.15873

Piwek, L., Ellis, D. A., Andrews, S., & Joinson, A. (2016). The rise of consumer health wearables: Promises and barriers. PLOS Medicine, 13(2), e1001953. https://doi.org/10.1371/journal.pmed.1001953

Roberts, E. T., & Mehrotra, A. (2020). Assessment of disparities in digital access among Medicare beneficiaries and implications for telemedicine. JAMA Internal Medicine, 180(10), 1386–1389. https://doi.org/10.1001/jamainternmed.2020.2666

Shore, J. H., Schneck, C. D., & Mishkind, M. C. (2018). Telepsychiatry and the COVID-19 pandemic: Current and future outcomes of videoconferencing-based telemental health. Telemedicine and e-Health, 24(11), 827–832. https://doi.org/10.1089/tmj.2018.0237

Tchero, H., Kangambega, P., Briatte, C., Brunet-Houdard, S., Retali, G.-R., & Rusch, E. (2019). Clinical effectiveness of telemedicine in diabetes mellitus: A meta-analysis of 42 randomized controlled trials. Telemedicine and e-Health, 25(7), 569–583. https://doi.org/10.1089/tmj.2018.0128

Tierney, A. A., Gayre, G., Hoberman, B., Matwani, K., Schulte, A., Stein, G., Lee, K., Davar, S., Pruitt, Z., Lin, C., Rogers, A., Patel, B., & Liu, V. (2025). Ambient artificial intelligence scribes: Learnings after 1 year and over 2.5 million uses. NEJM Catalyst Innovations in Care Delivery, 6(1). https://doi.org/10.1056/cat.25.0040

Topol, E. (2019). High-performance medicine: The convergence of human and artificial intelligence. Nature Medicine, 25(1), 44–56. https://doi.org/10.1038/s41591-018-0300-7

Torous, J., & Roberts, L. W. (2017). The ethical use of mobile health technology in clinical psychiatry. The Journal of Nervous and Mental Disease, 205(1), 4–8. https://doi.org/10.1097/NMD.0000000000000596

World Health Organization. (2021). Global strategy on digital health 2020–2025. World Health Organization.

World Health Organization. (2022). Telemedicine: Opportunities and developments in Member States. World Health Organization.

Downloads

Published

2026-06-23

How to Cite

Kopacki, F., Jaskot, D., Szczeblewska, W., Świech, J., Kamrowska, M., Apanasewicz, K., Marzec, J., Kita, N., Sztenc, N., & Broniszewska, P. (2026). DIGITAL TRANSFORMATION OF PRIMARY CARE: TELEMEDICINE APPLICATIONS, AMBIENT AI INTEGRATION, AND SOCIAL EQUITY CHALLENGES – A NARRATIVE REVIEW. International Journal of Innovative Technologies in Social Science, 4(2(50). https://doi.org/10.31435/ijitss.2(50).2026.5465

Most read articles by the same author(s)