Telehealth Usage During The Coronavirus Disease 2019 Pandemic: A Meta-Analysis
https://doi.org/10.33860/jik.v17i3.2905
Keywords:
Telemedicine, Telehealth, Patient Use, Determinants, Predictors, Coronavirus-2019Abstract
The recent pandemic has increased telemedicine use tremendously, but it has also pronounced access gaps to telemedicine. This study aimed to investigate factors affecting patient use of telehealth during the Coronavirus Disease 2019 Pandemic. This article was created using a systematic review and meta-analysis study that searched for articles in electronic databases such as Science Direct, PubMed, and Google Scholar. Observational studies are included in full papers with a publication year until 2022 were searched for this study. The Review Manager 5.3 (RevMan) software was used to analyze the articles in this study. We observed heterogeneity with a random-effect model to analyze the effect size from each primary study, and the results were reported as an adjusted odds ratio (aOR) and corresponding 95 percent confidence interval (CI). A total of 9 articles reviewed in the meta-analysis (consisting of 4 articles in each variable) showed that patients whose primary language is non-English (aOR= 0.72; 95% CI= 0.59 to 0.87; p= 0.0008) and have Medicaid insurance English (aOR= 0.86; 95% CI= 0.77 to 0.97; p= 0.02) were less likely to use telemedicine compared to patients who speak English and utilize private insurance. Medication insurance and non-English as a preferred language reduced the likelihood of patients using telemedicine.
References
Singh RP, Javaid M, Kataria R, Tyagi M, Haleem A, Suman R. Significant applications of virtual reality for COVID-19 pandemic. Diabetes Metab Syndr. 2020;14(4):661–4.
Kang EK, Lee H, Hong KJ, Yun J, Lee JY, Hong YC. The general public’s perspectives on telemedicine during the COVID-19 pandemic in Korea: analysis of a nationwide survey. Epidemiol Health. 2022;44:1–10.
Omboni S, Padwal RS, Alessa T, Benczúr B, Green BB. Europe PMC Funders Group The worldwide impact of telemedicine during COVID-19 : current evidence and recommendations for the future. 2022;7–35.
Ryu S. Telemedicine: opportunities and developments in member states: report on the second global survey on eHealth 2009 (global observatory for eHealth series, volume 2). Healthc Inform Res. 2012;18(2):153–5.
Wisconsin. Budget Project Pulling apart 2017: focus on Wisconsin’s 1%Accessed 2017. 2017.
Mazzuca D, Borselli M, Gratteri S, Zampogna G, Feola A, Della Corte M, et al. Applications and Current Medico-Legal Challenges of Telemedicine in Ophthalmology. Int J Environ Res Public Health. 2022;19(9).
Khoshrounejad F, Hamednia M, Mehrjerd A, Pichaghsaz S. Telehealth-Based Services During the COVID-19 Pandemic : A Systematic Review of Features and Challenges. 2021;9(July):1–14.
Badawy SM, Radovic A. Digital Approaches to Remote Pediatric Health Care Delivery During the COVID-19 Pandemic: Existing Evidence and a Call for Further Research. JMIR Pediatr Parent. 2020 Jun;3(1):e20049.
López L, Green AR, Tan-McGrory A, King R, Betancourt JR. Bridging the digital divide in health care: the role of health information technology in addressing racial and ethnic disparities. Jt Comm J Qual patient Saf. 2011 Oct;37(10):437–45.
Dinesen, B., Nonnecke, B., Lindeman, D., Toft, E., Kidholm, K., Jethwani, K., Young, H. M., Spindler, H., Oestergaard, C. U., Southard, J. A., Gutierrez, M., Anderson, N., Albert, N. M., Han, J. J., & Nesbitt T. Personalized Telehealth in the Future: A Global Research Agenda. J Med Internet Res. 2016;18(3):e53.
Combi C, Pozzani ; Gabriele, Pozzi ; Giuseppe. Telemedicine for Developing Countries. 2020;(4):1025–50.
Nouri S, Khoong EC, Lyles CR, Karliner L. Addressing equity in telemedicine for chronic disease management during the Covid-19 pandemic. NEJM Catal Innov Care Deliv. 2020;1(3).
Hirko KA, Kerver JM, Ford S, Szafranski C, Beckett J, Kitchen C, et al. Telehealth in Response to the Covid-19 Pandemic: Implications for Rural Health Disparities. J Am Med Inform Assoc. 2020 Jun;
Smith CB, Bhardwaj AS. Disparities in the use of telehealth during the COVID-19 pandemic. J Clin Oncol. 2020 Oct;38(29_suppl):87.
Schmidt AL, Bakouny Z, Bhalla S, Steinharter JA, Tremblay DA, Awad MM, et al. Cancer Care Disparities during the COVID-19 Pandemic: COVID-19 and Cancer Outcomes Study. Vol. 38, Cancer cell. 2020. p. 769–70.
Kakani P, Sorensen A, Quinton JK, Han M, Ong MK, Kamdar N, et al. Patient Characteristics Associated with Telemedicine Use at a Large Academic Health System Before and After COVID-19. Vol. 36, Journal of general internal medicine. 2021. p. 1166–8.
Kichloo A, Albosta M, Dettloff K, Wani F, El-Amir Z, Singh J, et al. Telemedicine, the current COVID-19 pandemic and the future: a narrative review and perspectives moving forward in the USA. Fam Med community Heal. 2020;8(3):1–9.
Hutton B, Salanti G, Caldwell DM, Chaimani A, Schmid CH, Cameron C, et al. The PRISMA extension statement for reporting of systematic reviews incorporating network meta-analyses of health care interventions: checklist and explanations. Ann Intern Med. 2015 Jun;162(11):777–84.
Xiong G, Greene NE, Lightsey HM, Crawford AM, Striano BM, Simpson AK, et al. Telemedicine Use in Orthopaedic Surgery Varies by Race, Ethnicity, Primary Language, and Insurance Status. Clin Orthop Relat Res. 2021;479(7):1417–25.
Eberly LA, Kallan MJ, Julien HM, Haynes N, Khatana SAM, Nathan AS, et al. Patient Characteristics Associated With Telemedicine Access for Primary and Specialty Ambulatory Care During the COVID-19 Pandemic. JAMA Netw open. 2020 Dec;3(12):e2031640.
Darrat I, Tam S, Boulis M, Williams AM. Socioeconomic Disparities in Patient Use of Telehealth During the Coronavirus Disease 2019 Surge. JAMA Otolaryngol Head Neck Surg. 2021 Mar;147(3):287–95.
Lattimore CM, Kane WJ, Fleming MA, Martin AN, Hunter Mehaffey J, Smolkin ME, et al. Disparities in telemedicine utilization among surgical patients during COVID-19. PLoS One. 2021;16(10 October):1–14.
Ayu DK, Sinaulan JH. 済無No Title No Title No Title. 2019;1(January):105–12.
Haynes SC, Kompala T, Neinstein A, Rosenthal J, Crossen S. Disparities in Telemedicine Use for Subspecialty Diabetes Care During COVID-19 Shelter-In-Place Orders. J Diabetes Sci Technol. 2021;15(5):986–92.
Eruchalu CN, Bergmark RW, Smink DS, Tavakkoli A, Nguyen LL, Bates DW, et al. Demographic Disparity in Use of Telemedicine for Ambulatory General Surgical Consultation During the COVID-19 Pandemic: Analysis of the Initial Public Health Emergency and Second Phase Periods. J Am Coll Surg. 2022;234(2):191–202.
Duan GY, Ruiz De Luzuriaga AM, Schroedl LM, Rosenblatt AE. Disparities in telemedicine use during the COVID-19 pandemic among pediatric dermatology patients. Pediatr Dermatol. 2022;1–8.
Chen EM, Andoh JE, Nwanyanwu K. Socioeconomic and Demographic Disparities in the Use of Telemedicine for Ophthalmic Care during the COVID-19 Pandemic. Ophthalmology. 2022;129(1):15–25.
Aziz K, Moon JY, Parikh R, Lorch AC, Friedman DS, Miller JB, et al. Association of Patient Characteristics with Delivery of Ophthalmic Telemedicine during the COVID-19 Pandemic. JAMA Ophthalmol. 2021;139(11):1174–82.
Ness MM, Saylor J, Di Fusco LA, Evans K. Healthcare providers’ challenges during the coronavirus disease (COVID-19) pandemic: A qualitative approach. Nurs Heal Sci. 2021;23(2):389–97.
Alicia N, Sreeganga SD. Nunez 2021 access to healthcare during covid-19.pdf. 2021;
Sharma K, Goswami A, Sarun SM. Impact of COVID-19 Pandemic and Pattern of Patient Care in Otorhinolaryngology Practice in a Tertiary Referral Centre. Indian J Otolaryngol Head Neck Surg [Internet]. 2021; Available from: https://doi.org/10.1007/s12070-020-02314-w
Razu SR, Yasmin T, Arif TB, Islam MS, Islam SMS, Gesesew HA, et al. Challenges Faced by Healthcare Professionals During the COVID-19 Pandemic: A Qualitative Inquiry From Bangladesh. Front Public Heal. 2021;9(August).
Wegermann K, Wilder JM, Parish A, Niedzwiecki D, Gellad ZF, Muir AJ, et al. Racial and Socioeconomic Disparities in Utilization of Telehealth in Patients with Liver Disease During COVID-19. Dig Dis Sci. 2022 Jan;67(1):93–9.
Montgomery A, Lainidi O. Understanding the Link Between Burnout and Sub-Optimal Care: Why Should Healthcare Education Be Interested in Employee Silence? Front Psychiatry. 2022;13(March):1–7.
Busari JO, Moll FM, Duits AJ. Understanding the impact of interprofessional collaboration on the quality of care: A case report from a small-scale resource limited health care environment. J Multidiscip Healthc. 2017;10:227–34.
Fernholm R, Holzmann MJ, Malm-Willadsen K, Härenstam KP, Carlsson AC, Nilsson GH, et al. Patient and provider perspectives on reducing risk of harm in primary health care: a qualitative questionnaire study in Sweden. Scand J Prim Health Care. 2020;38(1):66–74.
Ruberto RA, Schweppe EA, Ahmed R, Swindell HW, Cordero CA, Lanham NS, et al. Disparities in Telemedicine Utilization During COVID-19 Pandemic: Analysis of Demographic Data from a Large Academic Orthopaedic Practice. JB JS open access. 2022;7(2).
HHS.gov. What is the difference between Medicare and Medicaid? 2015.
Hsiao V, Chandereng T, Lankton RL, Huebner JA, Baltus JJ, Flood GE, et al. Disparities in Telemedicine Access: A Cross-Sectional Study of a Newly Established Infrastructure during the COVID-19 Pandemic. Appl Clin Inform. 2021 May;12(3):445–58.
Reed ME, Huang J, Graetz I, Lee C, Muelly E, Kennedy C, et al. Patient Characteristics Associated With Choosing a Telemedicine Visit vs Office Visit With the Same Primary Care Clinicians. JAMA Netw open. 2020 Jun;3(6):e205873.
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