Medical decision support systems in Africa
Open accessAbstract
OBJECTIVE: To present an overview of the current state of computer-based medical decision support systems in Africa in the areas of public health, patient care, and consumer support. METHODS: Scientific and gray literature reviews complemented by expert interviews. RESULTS: Various domains of decision support are developed and deployed in Sub-Saharan Africa: public health information systems, clinical decision-support systems, and patient-centred decision-support systems. CONCLUSIONS: Until recently, most of these systems have been deployed by international organizations without a real ownership policy entrusted to the African stakeholders. Many of these endeavours have remained or ceased at the experimentation stage. The multiplicity of organizations has led to the deployment of fragmented systems causing serious interoperability problems. In addition to basic infrastructures, these studies also highlight the importance of good organization, training and support, as key to the success and sustainability of these decision support systems.
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After more than a decade of activities, the financial sustainability of RAFT still remains a major issue.
“After more than a decade of activities, the financial sustainability of the RAFT still remains a major issue (33).”
From The RAFT Telemedicine Network: Lessons Learnt and Perspectives from a Decade of Educational and Clinical Services in Low- and Middle-Incomes Countries (2014) · cites this paper as [33]
Cites
Decision aids for people facing health treatment or screening decisions
Stacey, D., Légaré, F., Lewis, K., Barry, M. J., Bennett, C. L., Eden, K. B., Holmes-Rovner, M., Llewellyn-Thomas, H., Lyddiatt, A., Thomson, R., et al. (2017) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd001431.pub5 · Cited by 6,685 · see citing works
A Computer-Assisted Management Program for Antibiotics and Other Antiinfective Agents
Evans, R. S., Pestotnik, S. L., Classen, D. C., Clemmer, T. P., Weaver, L. K., Orme, J. F., Lloyd, J. F., & Burke, J. P. (1998) · New England Journal of Medicine · doi:10.1056/nejm199801223380406 · Cited by 1,060 · see citing works
The Computer-Based Patient Record: An Essential Technology for Health Care
(1992) · Annals of Internal Medicine · doi:10.7326/0003-4819-117-11-976_1 · Cited by 999 · see citing works
Reducing the Frequency of Errors in Medicine Using Information Technology
Bates, D. W., Cohen, M., Leape, L. L., Overhage, J. M., Shabot, M. M., & Sheridan, T. (2001) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2001.0080299 · Cited by 959 · see citing works
Decision aids for people facing health treatment or screening decisions
Giles, K. (2015) · International Journal of Evidence-Based Healthcare · doi:10.1097/xeb.0000000000000031 · Cited by 747 · see citing works
Decision aids for people facing health treatment or screening decisions
O'Connor, A. M. C., Bennett, C. L., Stacey, D., Barry, M. J., Col, N. F., Eden, K., Entwistle, V. A., Fiset, V., Holmes-Rovner, M. M., Khangura, S. D., et al. (2003) · doi:10.1002/14651858.cd001431 · Cited by 662 · see citing works
What Role Do Patients Wish to Play in Treatment Decision Making?
Deber, R. B. (1996) · Archives of Internal Medicine · doi:10.1001/archinte.1996.00440120070006 · Cited by 627 · see citing works
Physician inpatient order writing on microcomputer workstations. Effects on resource utilization
Tierney, W. M. (1993) · JAMA · doi:10.1001/jama.269.3.379 · Cited by 561 · see citing works
Shea, S., DuMouchel, W., & Bahamonde, L. (1996) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1996.97084513 · Cited by 542 · see citing works
Miller, R. A. (1994) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1994.95236141 · Cited by 460 · see citing works
The Barriers to Electronic Medical Record Systems and How to Overcome Them
McDonald, C. J. (1997) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1997.0040213 · Cited by 378 · see citing works
Design and Implementation of Health Information Systems
Lippeveld, T., Sauerborn, R., & Bodart, C. (2000) · Medical Entomology and Zoology · Cited by 303 · see citing works
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 · see citing works
Online Access to MEDLINE in Clinical Settings
Haynes, R. B., McKibbon, K. A., Walker, C. J., Ryan, N. C., Fitzgerald, D., & Ramsden, M. F. (1990) · Annals of Internal Medicine · doi:10.7326/0003-4819-112-1-78 · Cited by 289 · see citing works
O'Connor, A. M. C., Fiset, V., DeGrasse, C., Graham, I. D., Evans, W. K., Stacey, D., Laupacis, A., & Tugwell, P. (1999) · JNCI Monographs · doi:10.1093/oxfordjournals.jncimonographs.a024212 · Cited by 237 · see citing works
(2008) · PubMed · Cited by 237 · see citing works
Mate, K. S., Bennett, B., Mphatswe, W., Barker, P., & Rollins, N. C. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005483 · Cited by 216 · see citing works
Computerized Display of Past Test Results
Tierney, W. M., McDonald, C. J., Martin, D., Hui, S. L., & ROGERS, M. P. (1987) · Annals of Internal Medicine · doi:10.7326/0003-4819-107-4-569 · Cited by 204 · see citing works
Williams, F., & Boren, S. A. (2008) · Journal of Innovation in Health Informatics · doi:10.14236/jhi.v16i2.685 · Cited by 204 · see citing works
McDonald, C. J., Tierney, W. M., Overhage, J. M., Martin, D. K., & Wilson, G. A. (1992) · PubMed · Cited by 173 · see citing works
The Demise of the “Greek Oracle” Model for Medical Diagnostic Systems
Miller, R. A., & Masarie, F. E. (1990) · Methods of Information in Medicine · doi:10.1055/s-0038-1634767 · Cited by 170 · see citing works
(2006) · PubMed Central · Cited by 166 · see citing works
Internet as Clinical Information System: Application Development Using the World Wide Web
Cimino, J. J., Socratous, S. A., & Clayton, P. D. (1995) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.1995.96073829 · Cited by 156 · see citing works
Rotich, J. (2003) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m1301 · Cited by 155 · see citing works
Guidelines for management of HIV infection with computer-based patient's record
Safran, C., Rind, D. M., Davis, R. B., Ives, D., Sands, D. Z., Currier, J. S., Slack, W. V., Makadon, H. J., & Cotton, D. J. (1995) · The Lancet · doi:10.1016/s0140-6736(95)92226-1 · Cited by 143 · see citing works
Geissbuhler, A., Bagayoko, C. O., & Ly, O. (2007) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.01.012 · Cited by 135 · see citing works
Self-citationThe OpenMRS Implementers Network
Seebregts, C. J., Mamlin, B. W., Biondich, P., Fraser, H., Wolfe, B. A., Jazayeri, D., Allen, C., Miranda, J., Baker, E., Musinguzi, N., et al. (2009) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2008.09.005 · Cited by 131 · see citing works
An electronic medical record system for ambulatory care of HIV-infected patients in Kenya
Siika, A. M., Rotich, J., Simiyu, C. J., Kigotho, E. M., Smith, F. E., Sidle, J. E., Wools‐Kaloustian, K., Kimaiyo, S. N., Nyandiko, W. M., Hannan, T., et al. (2005) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2005.03.002 · Cited by 115 · see citing works
Whiting-O'Keefe, Q. E. (1985) · JAMA · doi:10.1001/jama.1985.03360090075024 · Cited by 110 · see citing works
Tierney, 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 · see citing works
Assessing the quality of data aggregated by antiretroviral treatment clinics in Malawi
Makombe, S. D. (2008) · Bulletin of the World Health Organization · doi:10.2471/blt.07.044685 · Cited by 103 · see citing works
Aspects of the Computer-based Patient Record
(1992) · Springer eBooks · doi:10.1007/978-1-4757-3873-5 · Cited by 97 · see citing works
Evaluation of existing District Health Management Information Systems
Odhiambo-Otieno, G. W. (2005) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2005.05.007 · Cited by 87 · see citing works
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 · see citing works
The OpenMRS system: collaborating toward an open source EMR for developing countries.
(2006) · PubMed Central · Cited by 74 · see citing works
Health information system reform in South Africa: developing an essential data set.
Shaw, V. (2005) · Europe PMC (PubMed Central) · Cited by 72 · see citing works
Using patient decision aids to promote evidence-based decision making
O'Connor, A. M. C. (2001) · BMJ Evidence-Based Medicine · doi:10.1136/ebm.6.4.100 · Cited by 71 · see citing works
iPath - a Telemedicine Platform to Support Health Providers in Low Resource Settings.
Brauchli, K., O’Mahony, D., Banach, L., & Oberholzer, M. (2005) · PubMed · Cited by 64 · see citing works
Odhiambo-Otieno, G. W. (2004) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2004.09.003 · Cited by 64 · see citing works
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 · see citing works
A new approach to the implementation of direct care-provider order entry.
Geissbuhler, A. R., & Miller, R. A. (1996) · PubMed · Cited by 59 · see citing works
Self-citationDiagnostic telepathology: long-term experience of a single institution
Brauchli, K., Oberli, H., Hurwitz, N., Kunze, K.-D., Haroske, G., Jundt, G., Stauch, G., Banach, L., Wirdnam, M., Mihatsch, M., et al. (2004) · Virchows Archiv · doi:10.1007/s00428-004-0980-x · Cited by 52 · see citing works
Louisa, W., Norah, S., & Arthur, H. (2001) · Studies in Health Technology and Informatics · doi:10.3233/978-1-60750-928-8-773 · Cited by 48 · see citing works
telederm.org: Freely Available Online Consultations in Dermatology
Soyer, H. P., Hofmann‐Wellenhof, R., Massone, C., Gabler, G., Dong, H., Özdemir, F., & Argenziano, G. (2005) · PLoS Medicine · doi:10.1371/journal.pmed.0020087 · Cited by 45 · see citing works
Mghamba, J., Mboera, L., Krekamoo, W., Senkoro, K. P., Rumisha, S. F., Shayo, E. H., & Mmbuji, P. (2008) · Tanzania journal of health research/Tanzania Journal of Health Research · doi:10.4314/thrb.v6i2.14243 · Cited by 44 · see citing works
The reliability and usability of district health information software: case studies from Tanzania
Lungo, J. H. (2008) · Tanzania journal of health research/Tanzania Journal of Health Research · doi:10.4314/thrb.v10i1.14340 · Cited by 35 · see citing works
Douglas, G. P., Deula, R. A., & Connor, S. E. (2003) · PubMed · Cited by 32 · see citing works
The University of North Carolina at Chapel Hill University Libraries (2020) · PubMed · doi:10.17615/vc6t-2k78 · Cited by 31 · see citing works
Criteria for the evaluation of district health information systems
Hanmer, L. A. (1999) · International Journal of Medical Informatics · doi:10.1016/s1386-5056(99)00046-5 · Cited by 29 · see citing works
Improving national data collection systems from voluntary counselling and testing centres in Kenya
Otwombe, K. N. (2007) · Bulletin of the World Health Organization · doi:10.2471/blt.06.033712 · Cited by 22 · see citing works
Were, M. C., Mamlin, B. W., Tierney, W. M., Wolfe, B. A., & Biondich, P. (2007) · PubMed Central · Cited by 21 · see citing works
Information Support for the Ambulant Health Worker
Merrell, R. C., Merriam, N. R., & Doarn, C. R. (2004) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2004.10.432 · Cited by 19 · see citing works
Teledermatology in a Rural Family Practice
O’Mahony, D., Banach, L., Mahapa, D. H., Lancaster, E. W., der Linde, G. D. V., Williams, B. H., Herring, R. F., & Asvadi, S. A. (2002) · South African Family Practice · doi:10.4102/safp.v25i6.2031 · Cited by 18 · see citing works
Real time data acquisition: experience with the Medical Information Bus (MIB).
Gardner, R. M., Hawley, W. L., East, T. D., Oniki, T. A., & Young, H.-F. W. (1991) · PubMed Central · Cited by 16 · see citing works
Lau, A. Y. S., Tsafnat, G., Sintchenko, V., Magrabi, F., & Coiera, E. W. (2009) · Yearbook of Medical Informatics · doi:10.1055/s-0038-1638644 · Cited by 14 · see citing works
Development of a Primary Health Care Information System in Ghana: Lessons Learned
Campbell, B. C., & Heywood, A. (1997) · Methods of Information in Medicine · doi:10.1055/s-0038-1634694 · Cited by 13 · see citing works
Community-based health workers in developing countries and the role of m-health
Iluyemi, A. (2019) · CRC Press eBooks · doi:10.1201/9781315272917-6 · Cited by 12 · see citing works
Odhiambo-Otieno, G. W., & Odero, W. (2005) · PubMed Central · Cited by 9 · see citing works
Teledermatology in developing countries
Kaddu, S., Kovarik, C., Gabler, G., & Soyer, H. P. (2019) · CRC Press eBooks · doi:10.1201/9781315272917-13 · Cited by 6 · see citing works
Teledermatology in Developing Countries
Weinberg, J. L., Kaddu, S., & Kovarik, C. (2011) · Springer eBooks · doi:10.1007/978-3-642-20801-0_6 · Cited by 4 · see citing works
A consumer decision support system for common health ailments in South Africa.
Horner, V., Hanmer, L. A., & Mbananga, N. (2006) · PubMed · Cited by 2 · see citing works
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4 of the 66 references couldn’t be matched to a known paper.
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Brinkel, J., Krämer, A., Krumkamp, R., May, J., & Fobil, J. N. (2014) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph111111559 · Cited by 161 · see citing works
mHealth for Clinical Decision-Making in Sub-Saharan Africa: A Scoping Review
Adepoju, I.-O. O., Albersen, B. J. A., Brouwere, V. D., van Roosmalen, J., & Zweekhorst, M. B. M. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.7185 · Cited by 152 · see citing works
Wootton, R., Geissbuhler, A., Jethwani, K., Kovarik, C., Person, D., Vladzymyrskyy, A., Zanaboni, P., & Zolfo, M. (2012) · Bulletin of the World Health Organization · doi:10.2471/blt.11.099143 · Cited by 74 · see citing works
Sukums, F. K., Mensah, N. K., Mpembeni, R. N. M., Massawe, S. N., Duysburgh, E., Williams, A., Kaltschmidt, J., Loukanova, S., Haefeli, W. E., & Blank, A. (2015) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2015.05.002 · Cited by 69 · see citing works
Nsaghurwe, A., Dwivedi, V., Ndesanjo, W., Bamsi, H., Busiga, M., Nyella, E., Massawe, J. V., Smith, D., Onyejekwe, K., Metzger, J., et al. (2021) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-021-01499-6 · Cited by 65 · see citing works
Bediang, G., Perrin, C., Ruiz de Castañeda, R., Kamga, Y., Sawadogo, A., Bagayoko, C. O., & Geissbuhler, A. (2014) · Frontiers in Public Health · doi:10.3389/fpubh.2014.00180 · Cited by 53 · see citing works
Self-citationHigman, S. M., Dwivedi, V., Nsaghurwe, A., Busiga, M., Rulagirwa, H., Smith, D., Wright, C., Nyinondi, S. S., & Nyella, E. (2018) · The International Journal of Health Planning and Management · doi:10.1002/hpm.2634 · Cited by 33 · see citing works
Franke, K. H., Krumkamp, R., Mohammed, A., Sarpong, N., Owusu‐Dabo, E., Brinkel, J., Fobil, J. N., Marinović, A. B., Asihene, P., Boots, M., et al. (2018) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-018-0600-3 · Cited by 21 · see citing works
Billah, S. M., Khan, A. N. S., Rokonuzzaman, S., Huq, N. L., Khan, M. A., Priyanka, S. S., Mannan, I. I., Rahman, S., Arifeen, S. E., & George, J. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-046638 · Cited by 11 · see citing works
Grey, K., Rana, R., McGrath, M., & Kerac, M. (2023) · World Nutrition · doi:10.26596/wn.202314158-75 · Cited by 6 · see citing works
- Authors
- Bagayoko, C. O., Geissbuhler, A., & Bediang, G.
- Affiliations
- University of Geneva (CH)
- Corresponding author
- Bediang, G.
- Venue
- Yearbook of Medical Informatics
- Publisher
- Georg Thieme Verlag KG
- Published
- 2010-08
- Volume
- 19
- Issue
- 01
- Pages
- 47-54
- ISSN
- 0943-4747 (ISSN-L)
- 2364-0502
- OpenAlex
- W2224854712
- Cited by
- 11
- References
- 66
- Citations by year
- 2023: 1 · 2021: 3 · 2018: 2 · 2017: 1 · 2015: 1 · 2014: 2 · 2012: 1
- FWCI
- 0.60
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Yearbook of Medical Informatics (publishedVersion)
- PubMed (publishedVersion)
- Archive ouverte UNIGE (University of Geneva) (publishedVersion, other-oa)
- Archive ouverte UNIGE (University of Geneva) (submittedVersion, cc-by-nc-nd)
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Medicine › Health Informatics › Artificial Intelligence in Healthcare and Education
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Technology and Human Factors in Education and Health
- Keywords
- clinical decision support systems, clinical decision support, public health information systems, sub-Saharan Africa, interoperability, stakeholder ownership, health information infrastructure, international organizations
- MeSH terms
- Diffusion of Innovation, Patient Care, Medical Records Systems, Computerized, Telemedicine, Africa South of the Sahara, Decision Support Systems, Clinical, Public Health Informatics, Resource Allocation, Consumer Health Information
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