Advancing health equity and access using telemedicine: A geospatial assessment
Open accessAbstract
Introduction: Health disparity affects both urban and rural residents, with evidence showing that rural residents have significantly lower health status than urban residents. Health equity is the commitment to reducing disparities in health and in its determinants, including social determinants. Objective: This article evaluates the reach and context of a virtual urgent care (VUC) program on health equity and accessibility with a focus on the rural underserved population. Materials and Methods: We studied a total of 5343 patient activation records and 2195 unique encounters collected from a VUC during the first 4 quarters of operation. Zip codes served as the analysis unit and geospatial analysis and informatics quantified the results. Results: The reach and context were assessed using a mean accumulated score based on 11 health equity and accessibility determinants calculated for each zip code. Results were compared among VUC users, North Carolina (NC), rural NC, and urban NC averages. Conclusions: The study concluded that patients facing inequities from rural areas were enabled better healthcare access by utilizing the VUC. Through geospatial analysis, recommendations are outlined to help improve healthcare access to rural underserved populations.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
They recognized that patients can be burdened by access disparities, particularly the elderly, impaired, disadvantaged, racial minorities, and those where services are limited.
“They recognized that patients can be burdened by access disparities, particularly the elderly, impaired, disadvantaged, and racial minorities, and those where services are limited [15,[34], [35]].”
From REVISITING HEALTH INFORMATION TECHNOLOGY ETHICAL, LEGAL, and SOCIAL ISSUES and EVALUATION: TELEHEALTH/TELEMEDICINE and COVID-19 (2020) · cites this paper as [35]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Google Earth Engine: Planetary-scale geospatial analysis for everyone
Gorelick, N., Hancher, M., Dixon, M., Ilyushchenko, S., Thau, D., & Moore, R. (2017) · Remote Sensing of Environment · doi:10.1016/j.rse.2017.06.031 · Cited by 15,523 · see citing works
Outcomes of Treatment for Hepatitis C Virus Infection by Primary Care Providers
Arora, S., Thornton, K., Murata, G. H., Deming, P., Kalishman, S. G., Dion, D., Parish, B. S., Burke, T., Pak, W., Dunkelberg, J. C., et al. (2011) · New England Journal of Medicine · doi:10.1056/nejmoa1009370 · Cited by 1,077 · see citing works
Bambra, C. L., Gibson, M., Sowden, A. J., Wright, K. E., Whitehead, M. M., & Petticrew, M. P. (2009) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2008.082743 · Cited by 986 · see citing works
Spatial Epidemiology: Current Approaches and Future Challenges
Elliott, P., & Wartenberg, D. E. (2004) · Environmental Health Perspectives · doi:10.1289/ehp.6735 · Cited by 800 · see citing works
Rural Health Disparities, Population Health, and Rural Culture
Hartley, D. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.10.1675 · Cited by 766 · see citing works
Access to Health Care in America
Institute of Medicine (1993) · National Academies Press eBooks · doi:10.17226/2009 · Cited by 649 · see citing works
The Importance of Place of Residence: Examining Health in Rural and Nonrural Areas
Eberhardt, M. S., & Pamuk, E. R. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.10.1682 · Cited by 646 · see citing works
Social Determinants and Their Unequal Distribution: Clarifying Policy Understandings
Graham, H. M. (2004) · Milbank Quarterly · doi:10.1111/j.0887-378x.2004.00303.x · Cited by 550 · see citing works
Arcaya, M. C., Tucker‐Seeley, R. D., Kim, R., Schnake-Mahl, A. S., So, M., & Subramanian, S. V. (2016) · Social Science & Medicine · doi:10.1016/j.socscimed.2016.08.047 · Cited by 498 · see citing works
McGrail, M. R., & Humphreys, J. S. (2009) · Applied Geography · doi:10.1016/j.apgeog.2008.12.003 · Cited by 455 · see citing works
Statistical Methods in Spatial Epidemiology
Lawson, A. B. (2001) · Technometrics · doi:10.1198/tech.2001.s66 · Cited by 426 · see citing works
Carter‐Pokras, O., & Baquet, C. R. (2002) · Public Health Reports · doi:10.1093/phr/117.5.426 · Cited by 391 · see citing works
Person and Place: The Compounding Effects of Race/Ethnicity and Rurality on Health
Probst, J. C., Moore, C. G., Glover, S. H., et al. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.10.1695 · Cited by 360 · see citing works
Using a GIS-based floating catchment method to assess areas with shortage of physicians
Luo, W. (2003) · Health & Place · doi:10.1016/s1353-8292(02)00067-9 · Cited by 359 · see citing works
Addressing health disparities in rural communities using telehealth
Marcin, J. P., Shaikh, U., & Steinhorn, R. H. (2015) · Pediatric Research · doi:10.1038/pr.2015.192 · Cited by 355 · see citing works
A Literature Review of the Use of GIS-Based Measures of Access to Health Care Services
Higgs, G. (2004) · Health Services and Outcomes Research Methodology · doi:10.1007/s10742-005-4304-7 · Cited by 344 · see citing works
Health, United States, 2001; with Urban and rural health chartbook
Eberhardt, M. S., Freid, V. M., Harper, S. B., Ingram, D. D., Makuc, D. M., Pamuk, E. R., & Prager, K. (2001) · Cited by 340 · see citing works
Spatial access to health care in Costa Rica and its equity: a GIS-based study
Rosero‐Bixby, L. (2003) · Social Science & Medicine · doi:10.1016/s0277-9536(03)00322-8 · Cited by 331 · see citing works
LaVeist, T. A., Pollack, K. M., Thorpe, R. J., Fesahazion, R. G., & Gaskin, D. J. (2011) · Health Affairs · doi:10.1377/hlthaff.2011.0640 · Cited by 330 · see citing works
A Review of Spatial Methods in Epidemiology, 2000–2010
Auchincloss, A., Gebreab, S. Y., Mair, C., & Roux, A. D. (2012) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-031811-124655 · Cited by 302 · see citing works
Probst, J. C., Laditka, S. B., Wang, J., & Johnson, A. O. (2007) · BMC Health Services Research · doi:10.1186/1472-6963-7-40 · Cited by 291 · see citing works
Arora, S., Kalishman, S. G., Dion, D., Som, D., Thornton, K., Bankhurst, A. D., Boyle, J., Harkins, M. S., Moseley, K., Murata, G. H., et al. (2011) · Health Affairs · doi:10.1377/hlthaff.2011.0278 · Cited by 288 · see citing works
Marcin, J. P., Ellis, J., Mawis, R., Nagrampa, E., Nesbitt, T. S., & Dimand, R. J. (2004) · PEDIATRICS · doi:10.1542/peds.113.1.1 · Cited by 244 · see citing works
The implications of environmental epigenetics
Guthman, J., & Mansfield, B. (2012) · Progress in Human Geography · doi:10.1177/0309132512463258 · Cited by 230 · see citing works
Use of GIS Mapping as a Public Health Tool–-From Cholera to Cancer
Musa, G. J., Chiang, P., Sylk, T., et al. (2013) · Health Services Insights · doi:10.4137/hsi.s10471 · Cited by 221 · see citing works
Neighbourhoods and potential access to health care: The role of spatial and aspatial factors
Bissonnette, L., Wilson, K., Bell, S., & Shah, T. I. (2012) · Health & Place · doi:10.1016/j.healthplace.2012.03.007 · Cited by 215 · see citing works
Laditka, J. N., Laditka, S. B., & Probst, J. C. (2009) · Health & Place · doi:10.1016/j.healthplace.2008.12.007 · Cited by 212 · see citing works
ALCOHOL OUTLET DENSITY AND VIOLENCE: A GEOSPATIAL ANALYSIS
Zhu, L. (2004) · Alcohol and Alcoholism · doi:10.1093/alcalc/agh062 · Cited by 199 · see citing works
Acute Traumatic Injuries in Rural Populations
Peek-Asa, C. L., Zwerling, C., & Stallones, L. F. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.10.1689 · Cited by 197 · see citing works
Access to Emergency Care in the United States
Carr, B. G., Branas, C. C., Metlay, J. P., Sullivan, A. F., & Camargo, C. A. (2009) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2008.11.016 · Cited by 167 · see citing works
Wong, S., & Regan, S. (2009) · Rural and Remote Health · doi:10.22605/rrh1142 · Cited by 163 · see citing works
A comparison of health status between rural and urban adults
Mainous, A. G., & Kohrs, F. P. (1995) · Journal of Community Health · doi:10.1007/bf02260438 · Cited by 124 · see citing works
Toward Greater Implementation of the Exposome Research Paradigm within Environmental Epidemiology
Stingone, J. A., Louis, G. M. B., Nakayama, S. F., Vermeulen, R. C. H., Kwok, R. K., Cui, Y., Balshaw, D. M., & Teitelbaum, S. L. (2017) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-082516-012750 · Cited by 109 · see citing works
"A Telemedicine Primer: Understanding the Issues"
Tangalos, E. G., & Tangalos, E. G. (1996) · Telemedicine Journal · doi:10.1089/tmj.1.1996.2.331 · Cited by 108 · see citing works
Shrestha, R., Flacke, J., Martínez, J. A., et al. (2016) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph13070691 · Cited by 98 · see citing works
Telemedicine: A Guide to Assessing Telecommunications in Health Care
Elford, R. (1997) · Telemedicine Journal · doi:10.1089/tmj.1.1997.3.297 · Cited by 95 · see citing works
Differential Access to Quality Rural Healthcare
Merwin, E., Snyder, A. E., & Katz, E. D. (2006) · Family & Community Health · doi:10.1097/00003727-200607000-00005 · Cited by 91 · see citing works
Theory-Based Telehealth and Patient Empowerment
Suter, P. M., Suter, W. N., & Johnston, D. (2011) · Population Health Management · doi:10.1089/pop.2010.0013 · Cited by 89 · see citing works
Access and Issues of Equity in Remote/Rural Areas
Bull, C. N., Krout, J. A., Rathbone‐McCuan, E., & Shreffler, M. J. (2001) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2001.tb00288.x · Cited by 84 · see citing works
Regional variation in orthopedic surgery in Switzerland
Widmer, M., Matter, P., Staub, L., et al. (2009) · Health & Place · doi:10.1016/j.healthplace.2008.12.009 · Cited by 74 · see citing works
Statistical Methods in Spatial Epidemiology
Wakefield, J. (2001) · International Journal of Epidemiology · doi:10.1093/ije/30.6.1504-a · Cited by 72 · see citing works
Disparities in Access to Care Among Rural Working‐age Adults
Glover, S. H., Moore, C. G., Probst, J. C., et al. (2004) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2004.tb00029.x · Cited by 56 · see citing works
Impact of Live Interactive Teledermatology on Diagnosis, Disease Management, and Clinical Outcomes
Lamel, S. A. (2012) · Archives of Dermatology · doi:10.1001/archdermatol.2011.1157 · Cited by 55 · see citing works
Tang, J.-H., Chiu, Y., Chiang, P., et al. (2017) · Health & Place · doi:10.1016/j.healthplace.2017.08.006 · Cited by 54 · see citing works
A cost minimisation analysis of a telepaediatric otolaryngology service
Xu, C., Smith, A. C., Scuffham, P., et al. (2008) · BMC Health Services Research · doi:10.1186/1472-6963-8-30 · Cited by 53 · see citing works
Telehealth success: evaluation framework development.
Hebert, M. (2001) · PubMed · Cited by 51 · see citing works
A Statewide Child Telepsychiatry Consult System Yields Desired Health System Changes and Savings
Hilt, R. J., Barclay, R. P., Bush, J., Stout, B., Anderson, N., & Wignall, J. R. (2015) · Telemedicine and e-Health · doi:10.1089/tmj.2014.0161 · Cited by 46 · see citing works
Mohr, N. M., Harland, K. K., Chrischilles, E. A., Bell, A. L., Shane, D. M., & Ward, M. M. (2016) · Academic Emergency Medicine · doi:10.1111/acem.13120 · Cited by 46 · see citing works
Ziller, E. C., Coburn, A. F., Anderson, N. J., et al. (2008) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2008.00131.x · Cited by 44 · see citing works
Edward, J., & Biddle, D. J. (2016) · Journal of Racial and Ethnic Health Disparities · doi:10.1007/s40615-016-0229-9 · Cited by 39 · see citing works
Rural Populations and Health: Determinants, Disparities, and Solutions
Downey, L. H. (2013) · Preventing Chronic Disease · doi:10.5888/pcd10.130097 · Cited by 26 · see citing works
An overview of geospatial methods used in unintentional injury epidemiology
Singh, H., Fortington, L. V., Thompson, H., & Finch, C. F. (2016) · Injury Epidemiology · doi:10.1186/s40621-016-0097-0 · Cited by 25 · see citing works
Where Do Graduating Pediatric Residents Seek Practice Positions?
Cull, W. L., Chang, C., & Goodman, D. C. (2005) · Ambulatory Pediatrics · doi:10.1367/a04-164r1.1 · Cited by 22 · see citing works
Spatial epidemiology: A new approach for understanding and preventing sport injuries
Singh, H., Fortington, L. V., Eime, R., et al. (2015) · FedUni ResearchOnline (Federation University Australia) · Cited by 7 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Pucher J, Renne JL, Public Policy RU. Differences in mobility and U-R. In: Mode Choice: Evidence From the NHTS 2001. New Brunswick, NJ: Bloustiein School of Public Planning and Policy, Rutgers University; 2004: 1-22.
- Stenberg PL. Rural Individuals' Telehealth Practices: An Overview. Eco- nomic Information Bulletin Number 199. Washington, DC: U.S. Depart- ment of Agriculture Economic Research Service; 2018. Available from: https://www.ehidc.org/sites/default/files/resources/files/Rural%20Individ- uals%27%20Telehealth%20Practices.pdf.
Cited by
Sorted by citations
Kaplan, B. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104239 · Cited by 303 · see citing works
Ethics, Guidelines, Standards, and Policy: Telemedicine, COVID-19, and Broadening the Ethical Scope
Kaplan, B. (2022) · Cambridge Quarterly of Healthcare Ethics · doi:10.1017/s0963180121000852 · Cited by 32 · see citing works
Utility of teleconsultation in accessing eye care in a developing country during COVID-19 pandemic
Mansoor, H., Khan, S. A., Afghani, T., Assir, M. Z., Ali, M., & Khan, W. A. (2021) · PLOS ONE · doi:10.1371/journal.pone.0245343 · Cited by 22 · see citing works
Zacay, G., Adler, L., Schonmann, Y., Azuri, J., Yehoshua, I., Vinker, S., Heymann, A. D., Afek, S., Golan Cohen, A., Green, I., et al. (2024) · Israel Journal of Health Policy Research · doi:10.1186/s13584-024-00624-w · Cited by 8 · see citing works
- Authors
- Khairat, S., Haithcoat, T., Liu, S., Zaman, T., Edson, B., Gianforcaro, R., & Shyu, C.-R.
- Affiliations
- University of North Carolina at Chapel Hill (US)
- University of Missouri (US)
- Corresponding author
- Khairat, Saif
- ORCID
- Venue
- Journal of the American Medical Informatics Association
- Publisher
- Oxford University Press (OUP)
- Published
- 2019-07-24
- Volume
- 26
- Issue
- 8-9
- Pages
- 796-805
- ISSN
- 1067-5027 (ISSN-L)
- 1527-974X
- PMC
- PMC6696489
- OpenAlex
- W2964306065
- Cited by
- 165
- References
- 54
- Citations by year
- 2026: 11 · 2025: 27 · 2024: 27 · 2023: 27 · 2022: 33 · 2021: 17 · 2020: 22 · 2019: 1
- FWCI
- 16.80
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- academic.oup.com/journals/pages/open_access/funder_policies/chorus/standard_publication_model (vor)
- Locations
- Journal of the American Medical Informatics Association (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion)
- UNC Libraries
- Funders
- National Center for Advancing Translational Sciences
- National Institutes of Health (UL1TR002489)
- National Library of Medicine of the National Institutes of Health (5T32LM012410)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Health Sciences › Health Professions › Emergency Medical Services › Global Health Workforce Issues
- Social Sciences › Health › Public Health and Social Inequalities
- Keywords
- telemedicine, health equity, health disparities, rural and underserved populations, health care access, social determinants of health, urban-rural differences, geospatial analysis, North Carolina
- MeSH terms
- Health Equity, Ambulatory Care, Health Services Accessibility, Humans, North Carolina, Telemedicine, Rural Health Services, Vulnerable Populations, Healthcare Disparities, Geography, Medical
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review