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Benefits and challenges of EMR implementations in low resource settings: a state-of-the-art review
Open accessPublished version of a preprint
Abstract
BACKGROUND: The intent of this review is to discover the types of inquiry and range of objectives and outcomes addressed in studies of the impacts of Electronic Medical Record (EMR) implementations in limited resource settings in sub-Saharan Africa. METHODS: A state-of-the-art review characterized relevant publications from bibliographic databases and grey literature repositories through systematic searching, concept-mapping, relevance and quality filter optimization, methods and outcomes categorization and key article analysis. RESULTS: From an initial population of 749 domain articles published before February 2015, 32 passed context and methods filters to merit full-text analysis. Relevant literature was classified by type (e.g., secondary, primary), design (e.g., case series, intervention), focus (e.g., processes, outcomes) and context (e.g., location, organization). A conceptual framework of EMR implementation determinants (systems, people, processes, products) was developed to represent current knowledge about the effects of EMRs in resource-constrained settings and to facilitate comparisons with studies in other contexts. DISCUSSION: This review provides an overall impression of the types and content of health informatics articles about EMR implementations in sub-Saharan Africa. Little is known about the unique effects of EMR efforts in slum settings. The available reports emphasize the complexity and impact of social considerations, outweighing product and system limitations. Summative guides and implementation toolkits were not found but could help EMR implementers. CONCLUSION: The future of EMR implementation in sub-Saharan Africa is promising. This review reveals various examples and gaps in understanding how EMR implementations unfold in resource-constrained settings; and opportunities for new inquiry about how to improve deployments in those contexts.
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“Many of the challenges faced by integrating electronic medical records in LMICs, for example, are likely to also impede AI applications, including limited funding, poor infrastructure for reliably delivering technologies, and discontinuous participation from users (12).”
From Artificial intelligence for global health (2019) · cites this paper as [12]
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Cites
A typology of reviews: an analysis of 14 review types and associated methodologies
Grant, M. J., & Booth, A. (2009) · Health Information & Libraries Journal · doi:10.1111/j.1471-1842.2009.00848.x · Cited by 10,817
e-Health technologies show promise in developing countries
Blaya, J. A., Fraser, H. S. F., & Holt, B. (2010) · Health Affairs · doi:10.1377/hlthaff.2009.0894 · Cited by 581
Implementing electronic medical record systems in developing countries
Fraser, H., Biondich, P., Moodley, D., Choi, S. S., Mamlin, B. W., & Peter Szolovits, B. (2005) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v13i2.585 · Cited by 298
Williams, F., & Boren, S. A. (2008) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v16i2.685 · Cited by 204
(2006) · PubMed Central · Cited by 166
Rotich, J. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1301 · Cited by 155
Use of Electronic Health Records in sub-Saharan Africa: Progress and challenges.
Akanbi, M. O., Ocheke, A. N., Agaba, P. A., Daniyam, C. A., Agaba, E. I., Okeke, E. N., & Ukoli, C. O. (2012) · PubMed · Cited by 134
Fritz, F., Tilahun, B., & Dugas, M. (2015) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocu038 · Cited by 131 · cited 3×
“Since completing the literature review, two new contributions have appeared [35, 36].”
BackgroundTierney, W. M., Rotich, J., Hannan, T., Siika, A. M., Biondich, P., Mamlin, B. W., Nyandiko, W. M., Kimaiyo, S. N., Wools‐Kaloustian, K., Sidle, J. E., et al. (2007) · PubMed · Cited by 109
Kamadjeu, R. M., Tapang, E. M., & Moluh, R. N. (2005) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v13i3.595 · Cited by 92
Kriström, B., Dahlgren, J., Niklasson, A., Nierop, A. F. M., & Albertsson-Wikland, K. G. (2009) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-9-1 · Cited by 89
Electronic medical record systems for developing countries: Review
Kalogriopoulos, N. A., Baran, J., Nimunkar, A. J., & Webster, J. G. (2009) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2009.5333561 · Cited by 87
Implementing medical information systems in developing countries, what works and what doesn't.
(2010) · PubMed Central · Cited by 86
Castelnuovo, B., Kiragga, A. N., Afayo, V., Ncube, M., Orama, R., Magero, S., Okwi, P., Manabe, Y. C., & Kambugu, A. (2012) · PLoS ONE · doi:10.1371/journal.pone.0051631 · Cited by 85
Experience in implementing the OpenMRS medical record system to support HIV treatment in Rwanda.
Allen, C. B., Jazayeri, D. G., Miranda, J., Biondich, P., Mamlin, B. W., Wolfe, B. A., Seebregts, C. J., Lesh, N. B., Tierney, W. M., & Fraser, H. (2007) · PubMed · Cited by 78
Health information systems in developing countries: benefits, problems, and prospects
Azubuike, M. C., & Ehiri, J. E. (1999) · The Journal of the Royal Society for the Promotion of Health · doi:10.1177/146642409911900309 · Cited by 74
Evaluating a scalable model for implementing electronic health records in resource-limited settings
Were, M. C., Emenyonu, N., Achieng, M., Shen, C., Ssali, J., Masaba, J. P. M., & Tierney, W. M. (2010) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2009.002303 · Cited by 64
Hannan, T., Rotich, J., Odero, W., Menya, D., Esamai, F., Einterz, R. M., Sidle, J. E., Sidle, J., Smith, F. E., & Tierney, W. M. (2000) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(00)00068-x · Cited by 59
Alamo, S., Wagner, G. J., Sunday, P., Wanyenze, R. K., Ouma, J., Kamya, M. R., Colebunders, R., & Wabwire‐Mangen, F. (2011) · AIDS and Behavior · doi:10.1007/s10461-011-9996-9 · Cited by 53
(2010) · PubMed · Cited by 52
(2011) · Europe PMC (PubMed Central) · Cited by 46
Braitstein, P. K. A., Einterz, R. M., Sidle, J. E., Kimaiyo, S. N., & Tierney, W. M. (2009) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0b013e3181bbcb67 · Cited by 43
Fraser, H., Thomas, D., Tomaylla, J., Garcia, N., Lecca, L. W., Murray, M. B., & Becerra, M. C. (2012) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-12-125 · Cited by 41
Nucita, A., Bernava, G. M., Bartolo, M., Masi, F. D. P., Giglio, P., Peroni, M., Pizzimenti, G., & Palombi, L. (2009) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-9-42 · Cited by 40
Millard, P. S., Bru, J., & Berger, C. A. (2012) · BMJ Open · doi:10.1136/bmjopen-2011-000690 · Cited by 36
Tierney, W. M., Sidle, J. E., Diero, L. O., Sudoi, A., Kiplagat, J., Macharia, S. M., Shen, C., Yeung, A., Were, M. C., Slaven, J. E., et al. (2015) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv074 · Cited by 35
Experience Implementing OpenMRS to Support Maternal and Reproductive Health in Northern Nigeria
Thompson, A. T., Castle, E., Lubeck, P. M., & Shehu, M. P. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-332 · Cited by 35
Ethics of implementing Electronic Health Records in developing countries: points to consider.
Were, M. C., & Meslin, E. M. (2011) · PubMed Central · Cited by 33
Strengthening health systems through HIV monitoring and evaluation in Sub-Saharan Africa
Ekouévi, D. K., Karcher, S., & Coffie, P. A. (2011) · Current Opinion in HIV and AIDS · doi:10.1097/coh.0b013e3283479316 · Cited by 27
Tierney, W. M., Rotich, J., Smith, F. E., Bii, J., Einterz, R. M., & Hannan, T. (2002) · PubMed Central · Cited by 26
Manders, E., Eurico, J., Solis, M., Burlison, J., Leopoldo, N. J., & Troy, M. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-411 · Cited by 23
Improving continuity of care through the use of electronic records: a South African perspective
Mostert-Phipps, N., Pottas, D., & Korpela, M. J. (2012) · South African Family Practice · doi:10.1080/20786204.2012.10874244 · Cited by 19
Hannan, T., Tierney, W. M., Rotich, J., Odero, W., Smith, F. E., Mamlin, J. J., & Einterz, R. M. (2001) · PubMed · Cited by 15
Sheikh, M. (2014) · Journal of health informatics in developing countries · Cited by 14
Using Electronic Medical Records for HIV Care in Rural Rwanda
Amoroso, C. L., Akimana, B., Benjamin, W., & Fraser Hamish, S. F. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-337 · Cited by 11
Implementing an electronic medical record system in a rural general practice
O’Mahony, D. (2009) · South African Family Practice · doi:10.1080/20786204.2009.10873878 · Cited by 7
A Socio-Technical Approach to Continuity of Care and Electronic Records in the South African Context
Mostert-Phipps, N., Pottas, D., & Korpela, M. (2010) · Studies in health technology and informatics · doi:10.3233/978-1-60750-588-4-406 · Cited by 5
Implementing an electronic medical record system in a rural general practice
O’Mahony, D. (2009) · South African Family Practice · doi:10.1080/20786204.2009.10873817 · Cited by 5
Hannan Terry, J., Tierney, W. M., Rotich Joseph, K., Odero Wilson, W., Frances, S., Mamlin, J. J., & Einterz, R. M. (2001) · Studies in health technology and informatics · doi:10.3233/978-1-60750-928-8-619 · Cited by 3
Research works printed but not linked: 1
- Talisuna S. Electronic medical records and same-day patient tracing improves clinic efficiency and adherence to appointments in a community-based HIV/AIDS care program in Uganda [abstract]. 7th International Conference on HIV Treatment and Prevention Adherence, 2012. Accessed 7 Jan 2015.
Cited by
Sorted by citations
Artificial intelligence for global health
Hosny, A., & Aerts, H. J. W. L. (2019) · Science · doi:10.1126/science.aay5189 · Cited by 177
Yang, Z., Xu, X., Yao, B., Rogers, E., Zhang, S., Intille, S., Shara, N., Gao, G. G., & Wang, D. (2024) · Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies · doi:10.1145/3659625 · Cited by 120
Open-Source Electronic Health Record Systems for Low-Resource Settings: Systematic Review
Syzdykova, A., Malta, A., Zolfo, M., Diro, E., & Oliveira, J. L. (2017) · JMIR Medical Informatics · doi:10.2196/medinform.8131 · Cited by 95
Artificial Intelligence in Global Health —A Framework and Strategy for Adoption and Sustainability
Hadley, T. D., Pettit, R. W., Malik, T., Khoei, A. A., & Salihu, H. M. (2020) · International Journal of Maternal and Child Health and AIDS · doi:10.21106/ijma.296 · Cited by 75
The impact of routine data quality assessments on electronic medical record data quality in Kenya
Muthee, V., Bochner, A. F., Osterman, A., Liku, N., Akhwale, W., Kwach, J., Prachi, M., Wamicwe, J., Odhiambo, J., Onyango, F., et al. (2018) · PLOS ONE · doi:10.1371/journal.pone.0195362 · Cited by 64
Metadata
- Authors
- Jawhari, B., Ludwick, D., Keenan, L., Zakus, D., & Hayward, R.
- Affiliations
- University of Alberta (CA)
- Toronto Metropolitan University (CA)
- Corresponding author
- Jawhari, Badeia
- Venue
- BMC Medical Informatics and Decision Making
- Published
- 2016-09-06
- Volume
- 16
- Issue
- 1
- Pages
- 116-116
- ISSN
- 1472-6947 (ISSN-L)
- PMC
- PMC5011989
- OpenAlex
- W2510765898
- Cited by
- 106
- References
- 39
- Citations by year
- 2026: 5 · 2025: 15 · 2024: 19 · 2023: 11 · 2022: 13 · 2021: 13 · 2020: 6 · 2019: 10 · 2018: 8 · 2017: 6
- FWCI
- 1.61
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Medical Informatics and Decision Making (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- Mitacs
- Innovative Canadians for Change
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Health Professions › Health Information Management › Medical Coding and Health Information
- Physical Sciences › Computer Science › Information Systems › ICT in Developing Communities
- Keywords
- electronic health records, EMR implementation, resource-limited settings, sub-Saharan Africa, health informatics, implementation factors, conceptual framework, implementation toolkit, resource-constrained healthcare
- MeSH terms
- Humans, Africa South of the Sahara, Electronic Health Records
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