@article {1030,
	title = {Do interoperable national information systems enhance availability of data to assess the effect of scale-up of HIV services on health workforce deployment in resource-limited countries?},
	journal = {Stud Health Technol Inform},
	volume = {216},
	year = {2015},
	month = {2015},
	pages = {677-81},
	abstract = {<p>Sub-Saharan Africa (SSA) bears the heaviest burden of the HIV epidemic. Health workers play a critical role in the scale-up of HIV programs. SSA also has the weakest information and communication technology (ICT) infrastructure globally. Implementing interoperable national health information systems (HIS) is a challenge, even in developed countries. Countries in resource-limited settings have yet to demonstrate that interoperable systems can be achieved, and can improve quality of healthcare through enhanced data availability and use in the deployment of the health workforce. We established interoperable HIS integrating a Master Facility List (MFL), District Health Information Software (DHIS2), and Human Resources Information Systems (HRIS) through application programmers interfaces (API). We abstracted data on HIV care, health workers deployment, and health facilities geo-coordinates. Over 95\% of data elements were exchanged between the MFL-DHIS and HRIS-DHIS. The correlation between the number of HIV-positive clients and nurses and clinical officers in 2013 was R<sup>2</sup>=0.251 and R<sup>2</sup>=0.261 respectively. Wrong MFL codes, data type mis-match and hyphens in legacy data were key causes of data transmission errors. Lack of information exchange standards for aggregate data made programming time-consuming.</p>},
	issn = {0926-9630},
	author = {Oluoch, Tom and Muturi, David and Kiriinya, Rose and Waruru, Anthony and Lanyo, Kevin and Nguni, Robert and Ojwang, James and Waters, Keith P and Richards, Janise}
}
