Exploring The Use Of Open Data To Improve Health Services In Ghana'S Ketu North District
Creators: name: Sevor, Mawuli Kodzo Ericson
Publisher: name: Zenodo
Year: 2017
Subjects: health open data, Ghana, information systems

description: Healthcare information access in Ghana is restricted and many are in formats that are not understood by computers. This impacts negatively on service delivery and hinders reuse of information. This study as an exploratory study, sought to identify open datasets available in Ghana on healthcare, suggest health datasets that can be open, identify challenges in healthcare delivery that can be addressed using open data and explore the kinds of applications that can be developed using open data to address challenges identified. Data sampled from service providers in the Ketu North District and patrons of health services in Ohawu, show that healthcare providers have challenges in accessing data from related institutions in their sector, and have difficulties in training and recruiting staff that will generate and manage data. Clients of health services have challenges with service quality and do not have enough information about service provision. The study identified health facility rating and finder, alerts for immunisation, food and drugs, birth and deaths, registered and licensed professionals and institutions as some applications that can be built to address challenges identified. These applications will require commitment of service providers to generate and share data openly and participation of the general public in using and innovating with open data. The study was based on the Social Shaping of Technology (SST) approach combined with Open Innovation paradigm to serve as a foundation for the development and improving of health services using open data in Ghana; since no such study currently exists in Ghana.
description: {"references": ["U.S. Department of Health &amp; Human Services. (n.a.). Unleashing the Power of Data and Innovation To Improve Health. Retrieved August 14, 2013, from HealthData.gov: http://healthdata.gov/unleashing-power-data-and-innovation-improve-health", "100Open. (n.a.). Open Innovation Defined. Retrieved August 14, 2013, from 100%Open: http://www.100open.com/2011/03/open-innovation-defined/", "Access Info Europe &amp; Open Knowledge Foundation. (2011). Beyond Access: The Right to (Re)Use Public Information.", "African Development Bank Group. (n.a.). Data Portal. Retrieved August 14, 2013, from African Development Bank Group: http://dataportal.afdb.org/default.aspx", "Albright Stonebridge Group [ASG]. (n.d.). The role of ICT in improving healthcare. Retrieved April 20, 2013, from ASG India Newsletter: http://www.albrightstonebridge.com/ict_india/", "Anas, A. A. (2012, September 5). Quack Doctor Aborts 1000 Babies,Rapes 50-Anas Report. Retrieved December 8, 2013, from Ghana Health Nest: http://ghanahealthnest.com/2012/09/05/quack-doctor-aborts-1000-babiesrapes-50-anas-report/", "Benson, I. (2013, October 30). Activities of \"Goro Boys\" short circuit Korle-Bu revenue. Retrieved October 31, 2013, from MyJoyOnline: http://www.myjoyonline.com/news/2013/October-30th/activities-of.php", "Benson, I. (2013, October 29). Civil society group indicts management of Korle-Bu over fraudulent procurement deals. Retrieved November 4, 2013, from Akwaaba Radio: www.akwaabaradio.com/akwaabanew/open_news.php?id=147", "Benson, I. (2013, December 11). Improve commitment towards transparency- Prof Gyimah Boadi tells government. Retrieved December 12, 2013, from JoyOnline: http://www.myjoyonline.com/news/2013/December-11th/improve-commitment-towards-transparency-prof-gyimah-boadi-tells-government.php", "Bjerregaard, P. P. (2011). The social shaping of technology: a case study of biochar in Denmark. Copenhagen, Denmark: Copenhagen Business School.", "Bokpe, S. J. (2012, July 20). National Archives In Danger Of Losing Official Documents. Retrieved July 21, 2013, from Modern Ghana: http://www.modernghana.com/news/407182/1/national-archives-in-danger-of-losing-official-doc.html", "Borgatti, S. P. (1999, September 7). Retrieved August 14, 2013, from http://www.analytictech.com/mb313/elements.htm", "Brizee, A. (2010, April 17). Organizing an Exploratory Essay. Retrieved December 12, 2013, from Purdue Online Writing Lab: https://owl.english.purdue.edu/owl/resource/728/02/", "Bullinger, A. C., Rass, M., Adamczyk, S., Moeslein, K. M., &amp; Sohn, S. (2012). Open innovation in health care: Analysis of an open health platform. Health Policy, Volume 105 , 165-175.", "Burn-Murdoch, J. (2012, September 7). MPs' expenses 2011/12: find out how much every member of parliament claimed for accommodation, travel and more. Retrieved April 19, 2013, from The Guardian: http://www.guardian.co.uk/news/datablog/interactive/2012/sep/07/full-list-mps-expenses-ipsa-data-interactive~", "Burn-Murdoch, J. (2013, July 24). Why you should never trust a data visualisation. Retrieved August 14, 2013, from The Guardian: http://www.theguardian.com/news/datablog/2013/jul/24/why-you-should-never-trust-a-data-visualisation", "BusinessDictionary.com. (n.a.). Proprietary format. Retrieved February 18, 2014, from Business Dictionary: http://www.businessdictionary.com/definition/proprietary-format.html", "Chalabi, M. (2013, August 1). 16 Useless Infographics. Retrieved August 14, 2013, from Data Blog: http://www.theguardian.com/news/datablog/gallery/2013/aug/01/16-useless-infographics", "Chandler, D. (2000, November 4). Technology-led theories. Retrieved August 14, 2013, from Technological or Media Determinism: http://www.aber.ac.uk/media/Documents/tecdet/tdet02.html", "City and County of San Francisco. (n.a.). San Francisco Data. Retrieved August 14, 2013, from City and County of San Francisco website: https://data.sfgov.org/", "Code4Kenya. (2013). Building Open Data Ecosystems. Retrieved April 19, 2013, from Code4Kenya: http://www.data.gov/developer-apps-showcase", "Cyber Law Centre. (n.a.). What is Privacy? Retrieved August 13, 2013, from Cyber Law Centre: http://www.cyberlawcentre.org/genl0231/privacy.htm", "Data.gov. (n.d.). Developer Apps Showcase. Retrieved April 19, 2013, from Data.gov: http://www.data.gov/developer-apps-showcase", "Data.gov.uk. (2013). Apps. Retrieved April 19, 2013, from Data.gov.uk: http://data.gov.uk/apps", "Davies, P. (2006). The SAGE Dictionary of Social Research Methods. Retrieved July 21, 2013, from Sage Research Methods: http://srmo.sagepub.com/view/the-sage-dictionary-of-social-research-methods/n75.xml", "de \u00a0Vries, M. (2012). European \u00a0Public \u00a0Sector \u00a0Information \u00a0Platform Topic Report No. 2012/13: Open Data and Liability. European Public Sector Information Platform.", "de Vaus, D. (2002). Analyzing Social Science Data: 50 key Problems in Data Analysis. London: Sage Publications Ltd.", "Denzin, N. K., &amp; Lincoln, Y. S. (2000). Handbook of Qualitative Research. Thousand Oaks, CA: Sage.", "Dictionary, T. L. (n.a.). What is PROPRIETARY FORMAT? Retrieved February 18, 2014, from The Law Dictionary: http://thelawdictionary.org/proprietary-format/", "Dictionary.com. (n.d.). Data. Retrieved August 12, 2013, from Dictionary.com: www.dictionary.reference.com/browse/data", "Dictionary.com. (2013). File Format. Retrieved August 12, 2013, from Dictionary.com's 21st Century Lexicon: www.dictionary.reference.com/browse/file+format", "Driscoll, D. L. (2001). Introduction to Primary Research: Observations, Surveys, and Interviews. Anderson, South Carolina: Parlor Press.", "Eclipse Foundation. (2007). Eclipse Open Innovation Networks. Eclipse Foundation, Inc.", "Ericsson. (2013). Ericsson Mobility Report: On the pulse of the networked society. Stockholm, Sweden: Ericsson AB.", "Essel, I. (2013, November 25). FDA boss hell-bent to run down TOBINCO \u2013 Drug Importer alleges. Retrieved November 25, 2013, from JoyOnline: http://www.myjoyonline.com/business/2013/November-25th/fda-boss-hell-bent-to-run-down-tobinco-drug-importer-alleges.php", "Food and Drugs Authority [FDA]. (2013). Spontaneous Adverse Drug Reaction (ADR) Reporting for 2012. DrugLens , 1.", "Frand, J. (2008). Data Mining: What is Data Mining? Retrieved August 12, 2013, from UCLA Anderson School of Management: www.anderson.ucla.edu/faculty/jason.frand/teacher/technologies/palace/damining.htm", "Friedman, V. (2008, January 14). Data Visualization and Infographics. Retrieved August 14, 2013, from Smashing Magazine: http://www.smashingmagazine.com/2008/01/14/monday-inspiration-data-visualization-and-infographics/", "Gerst, M., Bunduchi, R., &amp; Robin, W. (2005). Social shaping &amp; standardization: a case study from auto industry. 38th Hawaii International Conference on System Sciences. Institute of Electrical and Electronic Engineers (IEEE).", "Ghana Health Service. (2002, December 2). The Community-based Health Planning and Service (CHPS) Initiative: The Concepts and Plans for Implementation. Retrieved February 20, 2014, from Community-based Health Planning and Service (CHPS) Initiative: http://www.ghanachps.org/wp-content/uploads/2008/05/concepts.pdf", "Ghana News Agency [GNA]. (2011, August 31). About 95 per cent of national records in paper form. Retrieved July 21, 2013, from Ghana News Agency: http://www.ghananewsagency.org/details/Social/About-95-per-cent-of-national-records-in-paper-form-/?ci=4&amp;ai=32977", "Ghana News Agency. (2011, August 31). About 95 per cent of national records in paper form. Retrieved July 21, 2013, from Ghana News Agency: http://www.ghananewsagency.org/details/Social/About-95-per-cent-of-national-records-in-paper-form-/?ci=4&amp;ai=32977", "Ghana News Agency. (2009, October 22). Fire guts Ministry of Foreign Affairs. Retrieved July 21, 2013, from Ghana Web: http://www.ghanaweb.com/GhanaHomePage/NewsArchive/artikel.php?ID=170639", "Ghana Statistical Service. (n.a.). Ghana. Retrieved August 17, 2013, from Geohive: www.geohive.com/cntry/ghana.aspx", "Google Developers. (2013, April 16). Quotas. Retrieved April 29, 2013, from Google App Engine: https://developers.google.com/appengine/docs/quotas", "Harper, L. (2013, March 27). Gov 2.0 rises to the next level: Open data in action. Retrieved August 14, 2013, from Open Source: http://opensource.com/government/13/3/future-gov-20", "Harvard University. (n.d.). RESEARCH METHODS: Some notes to orient you. Retrieved July 21, 2013, from http://isites.harvard.edu/fs/docs/icb.topic851950.files/Research%20Methods_Some%20Notes.pdf", "Harvard University. (n.a.). RESEARCH METHODS: Some notes to orient you. Retrieved July 21, 2013, from http://isites.harvard.edu/fs/docs/icb.topic851950.files/Research%20Methods_Some%20Notes.pdf", "Hawn, C. (2011). Government 2.0. Retrieved February 18, 2014, from Stanford Social Innovation Review: http://www.ssireview.org/articles/entry/government_2.0", "Hendler, J., &amp; Pardo, T. A. (2012, September 24). A Primer on Machine Readability for Online Documents and Data. Retrieved August 12, 2013, from Data.gov: www.data.gov/developers/blog/primer-machine-readability-online-documents-and-data", "Hirschheim, R. (n.a.). Philosophy of Science and Research Methods in IS. Retrieved August 15, 2013, from Danish Research School for Information Systems website: http://www.darsis.dk/fileadmin/user_upload/Darsis_course_Oct_2010/Philosophy_of_Science_and_Research_Methods_ISDS7950_v2.pdf", "Howard, A. (2010, June 11). Here come the healthcare apps. Retrieved August 14, 2013, from O'Reilly Radar: http://radar.oreilly.com/2010/06/here-come-healthcare-apps.html", "Howard, A. (2011, December 11). Making dollars and sense of the open data economy. Retrieved August 14, 2013, from O'Reilly Radar: http://radar.oreilly.com/2012/12/making-dollars-and-sense-of-the-open-data-economy.html", "IICD. (2000, October 11). Ghana establishes ICT policy strategy for the health sector - See more at: http://www.iicd.org/articles/IICDnews.import1417/#sthash.Lg7C9xMJ.dpuf. Retrieved December 1, 2013, from IICD: http://www.iicd.org/articles/IICDnews.import1417/", "iKeepSafe. (n.a.). What does data privacy mean to you? Retrieved August 13, 2013, from iKeepSafe: http://www.ikeepsafe.org/be-a-pro/privacy/what-does-data-privacy-mean-to-you/", "IMANI Ghana. (2013, October 10). IMANI petition: Is the FDA efficient and responsive enough to protect Ghanaians? Retrieved November 4, 2013, from MyJoyOnline: www.myjoyonline.com/opinion/2013/October-8th/-imani-petition-is-the-fda-efficient-and-responsive-enough-to-to-protect-ghanaians.php", "Indexmundi.com. (2011, March 2). Internet Users. Retrieved April 20, 2013, from Index Mundi: http://www.indexmundi.com/facts/indicators/IT.NET.USER/compare?country=gh", "India, O. F. (2012). Hospital Management Information System. Gujarat: Government of India.", "International Institute for Communication and Development [IICD]. (2012). ICT Policy for the Health Sector - Ghana. Retrieved November 25, 2013, from IICD: http://www.iicd.org/projects/ghana-moh", "J.W., Creswell. (2010). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches. Sage Publications.", "Jacobs, F. (2007, October 16). 185 - The Patients Per Doctor Map of the World. Retrieved from Big Think: http://bigthink.com/strange-maps/185-the-patients-per-doctor-map-of-the-world", "Kirigia, J. M., &amp; Barry, S. P. (2008, December 18). Health challenges in Africa and the way forward. Retrieved August 15, 2013, from International Archives of Medicine: http://www.intarchmed.com/content/1/1/27", "Landtblom, N. (2013). Saving the taxpayers' money through Information Law. The Ghanaian Times , 9.", "Lassila, O., &amp; Swick, R. R. (1999, February 22). Resource Description Framework (RDF) Model and Syntax Specification. Retrieved August 12, 2013, from World Wide Web Consortium: www.w3.org/TR/1999/REC-rdf-syntax-19990222/", "LinkedGov. (2012, February 23). The economic impact of open data. Retrieved April 20, 2013, from Linkedgov.org: http://wiki.linkedgov.org/index.php/The_economic_impact_of_open_data", "Louis, P. (2011, September 15). What is Gov 2.0? . Retrieved August 14, 2013, from Gov2U: http://www.gov2u.org/index.php/blog/163-what-is-gov-20", "Lund Research. (n.a.). Non-probability sampling. Retrieved February 20, 2014, from Laerd Dissertation: http://dissertation.laerd.com/non-probability-sampling.php", "Lund Research. (n.a.). Probability sampling. Retrieved February 20, 2014, from Laerd Dissertation: http://dissertation.laerd.com/probability-sampling.php", "Lund Research. (n.a.). Purposive sampling. Retrieved February 20, 2014, from Laerd Dissertation: http://dissertation.laerd.com/purposive-sampling.php#expert", "Lynn University. (2013, September 30). Research Methods. Retrieved December 12, 2013, from Eugene M. and Christian E. Lynn Library: http://lynn-library.libguides.com/researchmethodsd8", "MacKenzie, D., &amp; Wajcman, J. (1999). Introductory essay: the social shaping of technology. Buckingham, UK: Open University Press.", "Massaro, D. W. (2012). Modularity of information not processing. Annual Conference of the Cognitive Science.", "McAfee. (2013). International Privacy and Data Protection Laws. Retrieved August 13, 2013, from McAfee Inc website: http://www.mcafee.com/us/regulations/international.aspx", "McCann, P. (2006). Principals' understanding of aspects of the law impacting on the administration of Catholic schools: Some implications for leadership. Australia: Australian Catholic University.", "Meijden, V. D. (2012). Determinants of Success of Inpatient Clinical Information Systems. Journal of the American Medical Informatics Association .", "Merriam-Powell Center for Environmental Research [MPCER]. (2004). What is Metadata? Retrieved August 13, 2013, from Merriam-Powell Center for Environmental Research: http://perceval.bio.nau.edu/mpcer_old/metadata/WhatIsMetadata.htm", "Merriam-Webster. (2013). Metadata. Retrieved August 12, 2013, from Merriam-Webster Dicitonary: www.merriam-webster.com/dictionary/metadata", "Merriam-Webster. (2013). Privacy. Retrieved August 13, 2013, from Merriam-Webster Dictionary: http://www.merriam-webster.com/dictionary/privacy", "Ministry for Justice, Ghana. (2009). Right to Information Bill. Accra.", "Ministry of Health, Ghana. (2005, July). Health Sector ICT Policy and Strategy. Accra, Ghana.", "Monroe College. (n.a.). Exploratory, Descriptive, and Causal Research Designs. Retrieved August 15, 2013, from Monroe College website: http://www.monroecollege.edu/AcademicResources/ebooks/9781111532406_lores_p01_ch03.pdf", "MyJoyOnline. (2013, April 30). Government to bring in more Cuban doctors. Retrieved August 15, 2013, from MyJoyOnline: http://edition.myjoyonline.com/pages/news/201304/105265.php", "Myjoyonline.com. (2013, October 28). Coming soon: Joy News uncovers massive corruption at Korle-Bu Teaching Hospital. Retrieved November 4, 2013, from MyJoyOnline: www.myjoyonline.com/news/2013/October-28th/coming-soon-joy-news-uncovers-massive-corruption-at-korle-bu-teaching-hospital.php?cmtx_sort=3", "National Information Technology Agency [NITA]. (2010). Welcome to NITA. Retrieved April 19, 2013, from http://www.nita.gov.gh/home.aspx Website: http://www.nita.gov.gh/home.aspx", "North, M. (2002, February 7). The Hippocratic Oath. Retrieved August 13, 2013, from Greek Medicine: http://www.nlm.nih.gov/hmd/greek/greek_oath.html", "Ntodi, D. P. (2011). President of MSG-Ghana.", "Nyonator, D. F. (2011). Clinical Care Quality Assurance Conference.", "O'Reilly, T. (2009, September 4). Gov 2.0: It's All About The Platform. Retrieved August 14, 2013, from TechChrunch: http://techcrunch.com/2009/09/04/gov-20-its-all-about-the-platform/", "Office of Personnel Management [OPM]. (n.a.). What is an open government and what does it mean to OPM? Retrieved August 17, 2013, from U.S. Office of Personnel Management: www.opm.gov/faqs/QA.aspx?fid=f3424e21-72f6-40de-a0de-a0be-7223a357a6b7&amp;pid=038071d6-94ce-466b-b449-4f94037baf87", "Ofosu-Kwarteng, J. (2012). Healthcare delivery and customer satisfaction in Ghana. A case study of Koforidua Regional Hospital. Kumasi, Ghana: Institute of Distance Learning, KNUST.", "Oliver, P. (2006). Purposive sampling. In V. Jupp, The SAGE Dictionary of Social Research Methods. Sage Publishers.", "Opare, E. (2012). The Ghana Open Data Initiative. Accra: The Ghana Open Data Initiative.", "Open Data Institute. (2012, November 30). What is open data? Retrieved April 20, 2013, from Open Data Institute Web site: http://www.theodi.org/guide/what-open-data", "Open Formats. (2011, August 11). Open vs. proprietary formats. Retrieved August 14, 2013, from Openformats: http://www.openformats.org/en1", "Open Knowledge Foundation [OKF]. (2013). Open Definition. Retrieved August 12, 2013, from Open Definition: www.opendefinition.org", "Open Knowledge Foundation. (2012). File Formats. Retrieved August 13, 2013, from Open Data Handbook: http://opendatahandbook.org/en/appendices/file-formats.html", "Open Knowledge Foundation. (n.d.). Open Definition. Retrieved August 12, 2013, from Open Definition: www.opendefinition.org", "Open Knowledge Foundation. (2012). Why Open Data? Retrieved August 13, 2013, from Open Data handbook: http://opendatahandbook.org/en/why-open-data/index.html", "Organisation for Economic Co-operation and Development [OECD]. (n.d.). GENERATING VALUE FROM HEALTH ICTs. Retrieved April 20, 2013, from OECD website: http://www.oecd.org/berlin/45428392.pdf", "Orszag, P. R. (2009, December 8). Memorandum for the Heads of Executive Departments and Agencies. Washington, United States of America.", "Overhage, J. M. (2005). Biomedical Engineering and Information Systems.", "Oxford University Press. (2013). Definition of licence in English. Retrieved August 17, 2013, from Oxford Dictionaries website: www.oxforddictionaries.com/definition/english/licence", "Parliament of Ghana. (2010). Health Coordinating Counci Billl, 2010. Accra: Parliament of Ghana.", "Parry, E. (2011). Desired goals and actual outcomes of e-HRM. Human Resource Management Journal .", "Public Records Division. (n.a.). Electronic Records Management Guidelines - File Formats. Retrieved August 13, 2013, from Kentucky Department for Libraries and Archives: http://kdla.ky.gov/records/recmgmtguidance/Documents/File%20Formats%20Guidelines.PDF", "PwC. (2013). Connected Life: The impact of the connected life over the next five years. India: PricewaterhouseCoopers Private Limited.", "Qiang, C. Z., Yamamichi, M., Hausman, V., &amp; Altman, D. (2011). Mobile Applications for the Health Sector. ICT Sector Unit, World Bank.", "Rider University. (n.a.). Using Interviews in Research: a handout for students doing research projects. Retrieved August 15, 2013, from Rider University Website: http://users.rider.edu/~suler/interviews.html", "Rowen, R. B. (1990, February). IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, VOL. 37, NO. 1 , pp. 10-21.", "Ruskin, H. J. (n.a.). The Qualitative Paradigm. Retrieved December 12, 2013, from http://www.compapp.dcu.ie/~hruskin/RM2.htm", "Ryan, G. W. (n.d.). What Are Standards Of Rigor For Qualitative Research? Retrieved December 11, 2013, from http://www.wjh.harvard.edu/nsfqual/Ryan%20Paper.pdf", "Sage Publications. (2006). Exploratory Research. Retrieved August 15, 2013, from SAGE Research Methods: http://srmo.sagepub.com/view/the-sage-dictionary-of-social-research-methods/n75.xml", "SAS Institute. (n.a.). Data Visualization: What is it and why is it important? Retrieved August 13, 2013, from SAS: http://www.sas.com/data-visualization/overview.html", "School of Data. (n.d.). What is Data? Retrieved August 12, 2013, from School of Data: www.schoolofdata.org/handbook/courses/what-is-data/", "Sciotte, H. (2009). Issues to address whilst designing a biomedical information system.", "Shah, S. G., &amp; Robinson, I. (2010). User involvement in healthcare technology development and assessment. International Journal of Health Care Quality Assurance , pp. 500 - 515.", "SHERPA. (2006). What is open access? Retrieved August 17, 2013, from University of Nottingham's SHERPA website: www.sherpa.ac.uk/guidance/authors.html", "Silberberg, A. W. (2012, February 10). Gov 2.0 Is Now Umbrella for Deep Change. Retrieved August 14, 2013, from Huffington Post's Blog: http://www.huffingtonpost.com/alan-w-silberberg/gov-20-is-now-umbrella-fo_b_1931057.html", "Sokol, D. (2008, October 26). A guide to the Hippocratic Oath. Retrieved August 13, 2013, from BBC News Health: http://news.bbc.co.uk/2/hi/7654432.stm", "Statistics Canada. (2013, July 23). Non-probability sampling. Retrieved February 20, 2014, from Statistics Canada: http://www.statcan.gc.ca/edu/power-pouvoir/ch13/nonprob/5214898-eng.htm", "Stauffacher, D., Hattotuwa, S., &amp; Weekes, B. (2012). The potential and challenges of open data for crisis information management and aid efficiency: A preliminary assessment. ICT4Peace Foundation.", "Suber, P. (2013, August 12). Open Access Overview. Retrieved August 17, 2013, from Earlham College Website: www.legacy.earlham.edu/~peters/fos/overview.htm", "Tait, J. (2011, August 25). Greater Manchester \u2013 Open Data City. Retrieved April 20, 2013, from Open Knowledge Foundation Blog: http://blog.okfn.org/2011/08/25/greater-manchester-open-data-city/", "Tatikonda, M. V., &amp; Lorence, M. (2002). Towards Effective Software Development: A Conceptual Framework of Software Project Types, Development Processes, and Functional Outcomes. In T. Boone, &amp; R. Ganeshan, New Directions in Supply Chain Management: Technology, Strategy and Implementation (pp. 170-195). New York: AMACOM, a division of American Management Association.", "TechTerms. (2011, March 15). File Format. Retrieved August 13, 2013, from Tech Terms: http://www.techterms.com/definition/file_format", "The Guardian. (2013, June 12). A Guardian Guide to Metadata. Retrieved August 12, 2013, from The Guardian: www.theguardian.com/technology/interactive/2013/jun/12/what-is-metadata-nsa-surveillance", "The Linux Information Project. (2011, February 11). Free File Format Definition. Retrieved August 13, 2013, from The Linux Information Project: http://www.linfo.org/free_file_format.html", "The World Bank. (2013). Open Data Essentials. Retrieved August 12, 2013, from The World Bank: www.data.worldbank.org/about/open-government-data-toolkit/knowledge-repository", "Trochim, W. M. (2006, October 20). Design. Retrieved August 17, 2013, from Social Research Methods website: http://www.socialresearchmethods.net/kb/design.php", "Tura, G., Fantahun, M., &amp; Worku, A. (2013, January 22). The effect of health facility delivery on neonatal mortality: systematic review and meta-analysis. Retrieved April 20, 2013, from BMC Pregnancy and Childbirth: http://www.biomedcentral.com/1471-2393/13/18", "Twaweza. (2010, February 10). CU@SCHOOL: Tracking School attendance in Uganda. Retrieved July 21, 2013, from Twaweza: http://www.twaweza.org/go/cu-school--tracking-school-attendance-in-uganda", "Tyson, P. (2001, March 27). The Hippocratic Oath Today. Retrieved August 13, 2013, from Public Broadcasting Service Online: http://www.pbs.org/wgbh/nova/body/hippocratic-oath-today.html", "Ulrich Schiel, E. C., Vieira, V., &amp; Salgado, A. C. (2010). A CONCEPTUAL FRAMEWORK FOR THE DEVELOPMENT OF APPLICATIONS CENTRED ON CONTEXT AND EVIDENCE-BASED PRACTICE. Retrieved February 11, 2014, from Academia: http://www.academia.edu/987483/A_CONCEPTUAL_FRAMEWORK_FOR_THE_DEVELOPMENT_OF_APPLICATIONS_CENTRED_ON_CONTEXT_AND_EVIDENCE-BASED_PRACTICE", "University Information Technology Services. (2013, May 14). What is metadata? Retrieved August 12, 2013, from Indiana University Knowledge Base: www.kb.iu.edu/data/aopm.html", "University of South California. (2013, August 14). Types of Research Designs. Retrieved August 15, 2013, from Organizing Your Social Sciences Research Paper: http://libguides.usc.edu/content.php?pid=83009&amp;sid=818072", "University of Southern California [USC]. (2013, August 12). Theoretical Framework. Retrieved August 14, 2013, from Organizing Your Social Sciences Research Paper: http://libguides.usc.edu/content.php?pid=83009&amp;sid=618409", "University of Southern California. (2013, August 12). Theoretical Framework. Retrieved August 14, 2013, from Organizing Your Social Sciences Research Paper: http://libguides.usc.edu/content.php?pid=83009&amp;sid=618409", "Venkatesh, V., &amp; Bala, H. (2010, July 1). Technology Acceptance Model 3 and a Research Agenda on Interventions.", "Wales.nhs.uk. (n.d.). Improving Care through ICT. Retrieved April 20, 2013, from National Health Service of Wales: http://www.wales.nhs.uk/improvingcarethroughict", "Ward, M. (n.a.). Overview of Data Visualisation. Retrieved August 14, 2013, from Worcester Polytechnic Institute: http://web.cs.wpi.edu/~matt/courses/cs563/talks/datavis.html", "WebFinance, Inc. (2013). Exploratory research. Retrieved July 21, 2013, from Business Dictionary: http://www.businessdictionary.com/definition/exploratory-research.html", "WebFinance, Inc. (2013). Information Technology. Retrieved June 5, 2013, from Business Dictionary: http://www.businessdictionary.com/definition/information-technology-IT.html", "Weill Cornell Medical College. (2005). Hippocratic Oath. Retrieved August 13, 2013, from Weill Cornell Medical College: http://weill.cornell.edu/deans/pdf/hippocratic_oath.pdf", "Wen, L. (2007, June 25). Where Are the Doctors? Retrieved August 15, 2013, from New York Times' Two for the road blog: http://twofortheroad.blogs.nytimes.com/2007/06/25/where-are-the-doctors/?_r=0", "Wereko-Brobby, C. (2013, October 16). Cash and Carry Ababio: The NHIS @10; Korle-Bu @ 90. Retrieved November 11, 2013, from MyJoyOnline: www.myjoyonline.com/opinion/2013/October-16th/cash-and-carry-ababio-the-nhis-10-korle-bu-90.php", "West, J., &amp; Gallagher, S. (2006, June). Challenges of open innovation: the paradox of firm investment in open-source software. R&amp;D Management, 36 , pp. 319-331.", "WHO. (2013). E-Health. Retrieved August 17, 2013, from Trade, foreign policy, diplomacy and health: http://www.who.int/trade/glossary/story021/en/", "World Bank and African Development Bank. (2012). The Transformational Use of Information and Communication Technologies in Africa.", "World Health Organisation. (2013). The African Regional Health Report: The Health of the People. World Health Organisation.", "World Health Organisation. (2013). The African Regional Health Report: The Health of the People. World Health Organisation.", "Yawson, A., Nimo, K., &amp; Biritwum, R. (2013, September). Challenges of health care delivery at a municipal health facility under Ghana's National Insurance Scheme. Postgraduate Medical Journal of Ghana ."]}