Applying stated-preference methods to improve health systems in sub-Saharan Africa: a systematic review

References

• De Cock KM, El-Sadr WM. A tale of two viruses: HIV, Ebola and health systems. AIDS. 2015;29(9):989–91.
   PubMed Web of Science ®Google Scholar
• Martineau FP. People-centred health systems: building more resilient health systems in the wake of the Ebola crisis. Int Health. 2016;8(5):307–9.
   PubMed Web of Science ®Google Scholar
• Sheikh K, Ranson MK, Gilson L. Explorations on people centredness in health systems. Health Policy Plan. 2014;29 Suppl 2:ii1–5.
   PubMed Web of Science ®Google Scholar
• Kruk ME, Larson E, Twum-Danso NA. Time for a quality revolution in global health. Lancet Glob Health. 2016;4(9):e594–6.
   PubMed Web of Science ®Google Scholar
• Bridges JF. Stated preference methods in health care evaluation: an emerging methodological paradigm in health economics. Appl Health Econ Health Policy. 2003;2(4):213–24.
   PubMedGoogle Scholar
• Bridges JF, Kinter ET, Kidane L, et al. Things are Looking up Since We Started Listening to Patients: Trends in the Application of Conjoint Analysis in Health 1982-2007. The Patient. 2008;1(4):273–82.
   PubMedGoogle Scholar
• Rubey L, Lupi F. Predicting the effects of market reform in Zimbabwe: A stated preference approach. Am J Agr Econ. 1997;79(1):89–99.
   Web of Science ®Google Scholar
• Ueckermann EM, Blignaut JN, Gupta R, et al. Modelling South African grain farmers’ preferences to adopt derivative contracts using discrete choice models. Agrekon. 2008;47(2):222–239.
   Web of Science ®Google Scholar
• Scarpa R, Ruto ESK, Kristjanson P, et al. Valuing indigenous cattle breeds in Kenya: an empirical comparison of stated and revealed preference value estimates. Ecol Econ. 2003;45(3):409–426.
   Web of Science ®Google Scholar
• Tarfasa S, Brouwer R. Estimation of the public benefits of urban water supply improvements in Ethiopia: a choice experiment. Appl Econ. 2013;45(9):1099–1108.
   Web of Science ®Google Scholar
• Ndambiri H, Mungatana E, Brouwer R. Stated preferences for improved air quality management in the city of Nairobi, Kenya. Eur J Appl Econ. 2015;12(2):16–26.
   Google Scholar
• Ryan M, Hughes J. Using conjoint analysis to assess women’s preferences for miscarriage management. Health Econ. 1997;6(3):261–7314
   PubMed Web of Science ®Google Scholar
• Ryan M, Farrar S. Using conjoint analysis to elicit preferences for health care. BMJ. 2000;320(7248):1530–3.
   PubMed Web of Science ®Google Scholar
• Lagarde M, Blaauw D. A review of the application and contribution of discrete choice experiments to inform human resources policy interventions. Hum Resour Health. 2009;7:62.
   PubMed Web of Science ®Google Scholar
• Mangham LJ, Hanson K, McPake B. How to do (or not to do) ... Designing a discrete choice experiment for application in a low-income country. Health Policy Plan. 2009;24(2):151–8.
   Google Scholar
• Mandeville KL, Lagarde M, Hanson K. The use of discrete choice experiments to inform health workforce policy: a systematic review. BMC Health Serv Res. 2014;14:367.
   PubMed Web of Science ®Google Scholar
• Clark MD, Determann D, Petrou S, Moro D, de Bekker-Grob EW. Discrete choice experiments in health economics: a review of the literature. PharmacoEconomics. 2014;32(9):883–902.
   PubMed Web of Science ®Google Scholar
• Phillips KA, Van Bebber S, Marshall D, Walsh J, Thabane L. A review of studies examining stated preferences for cancer screening. Prev Chronic Disease. 2006;3(3):A75.
   PubMedGoogle Scholar
• Mota RE, Tarricone R, Ciani O, Bridges JF, Drummond M. Determinants of demand for total hip and knee arthroplasty: a systematic literature review. BMC Health Serv Res. 2012;12:225.
   PubMed Web of Science ®Google Scholar
• Bewtra M, Johnson FR. Assessing patient preferences for treatment options and process of care in inflammatory bowel disease: a critical review of quantitative data. The Patient. 2013;6(4):241–55.
   PubMedGoogle Scholar
• Brett Hauber A, Fairchild AO, Reed Johnson F. Quantifying benefit-risk preferences for medical interventions: an overview of a growing empirical literature. Appl Health Econ Health Policy. 2013;11(4):319–29.
   PubMedGoogle Scholar
• Ghanouni A, Smith SG, Halligan S, Plumb A, Boone D, Yao GL, et al. Public preferences for colorectal cancer screening tests: a review of conjoint analysis studies. Expert Rev Med Devices. 2013;10(4):489–99.
   PubMed Web of Science ®Google Scholar
• Joy SM, Little E, Maruthur NM, Purnell TS, Bridges JF. Patient preferences for the treatment of type 2 diabetes: a scoping review. PharmacoEconomics. 2013;31(10):877–92.
   PubMed Web of Science ®Google Scholar
• Muhlbacher AC, Kaczynski A. Patient Preferences in Treatment of Diabetes Mellitus: A Systematic Review of Stated Preference Surveys. Value in Health. 2014;17(7):A356.
   PubMed Web of Science ®Google Scholar
• Purnell TS, Joy S, Little E, et al. Patient preferences for noninsulin diabetes medications: a systematic review. Diabetes Care. 2014;37(7):2055–62.
   PubMed Web of Science ®Google Scholar
• von Arx LB, Kjeer T. The patient perspective of diabetes care: a systematic review of stated preference research. The Patient. 2014;7(3):283–300.
   PubMedGoogle Scholar
• Wortley S, Wong G, Kieu A, et al. Assessing stated preferences for colorectal cancer screening: a critical systematic review of discrete choice experiments. The Patient. 2014;7(3):271–82.
   PubMedGoogle Scholar
• MacLeod TE, Harris AH, Mahal A. Stated and Revealed Preferences for Funding New High-Cost Cancer Drugs: A Critical Review of the Evidence from Patients, the Public and Payers. The Patient. 2016;9(3):201–22.
   PubMedGoogle Scholar
• Mansfield C, Tangka FK, Ekwueme DU, et al. Stated Preference for Cancer Screening: A Systematic Review of the Literature, 1990-2013. Prev Chronic Dis. 2016;13:E27.
   PubMed Web of Science ®Google Scholar
• Kularatna S, Whitty JA, Johnson NW, et al. Health state valuation in low- and middle-income countries: a systematic review of the literature. Value in Health. 2013;16(6):1091–9.
   PubMed Web of Science ®Google Scholar
• Wiseman V, Mitton C, Doyle-Waters MM, et al. Using Economic Evidence to Set Healthcare Priorities in Low-Income and Lower-Middle-Income Countries: A Systematic Review of Methodological Frameworks. Health Econ. 2016;25 Suppl 1:140–61.
   PubMed Web of Science ®Google Scholar
• Whitty JA, Lancsar E, Rixon K, et al. A systematic review of stated preference studies reporting public preferences for healthcare priority setting. The Patient. 2014;7(4):365–86.
   PubMedGoogle Scholar
• Gu Y, Lancsar E, Ghijben P, et al. Attributes and weights in health care priority setting: A systematic review of what counts and to what extent. Soc Sci Med. 2015;146:41–52.
   PubMed Web of Science ®Google Scholar
• Akunne AF, Bridges JF, Sanon M, et al. Comparison of individual and group valuation of health state scenarios across communities in West Africa. Appl Health Econ Health Policy. 2006;5(4):261–8.
   PubMedGoogle Scholar
• Bridges JF, Hauber AB, Marshall D, et al. Conjoint analysis applications in health--a checklist: a report of the ISPOR Good Research Practices for Conjoint Analysis Task Force. Value in Health. 2011;14(4):403–13.
   PubMed Web of Science ®Google Scholar
• Lagarde M, Blaauw D, Cairns J. Cost-effectiveness analysis of human resources policy interventions to address the shortage of nurses in rural South Africa. Soc Sci Med. 2012;75(5):801–6.
   PubMed Web of Science ®Google Scholar
• United States Agency for International Development, World Health Organization, and World Bank. How to Conduct a Discrete Choice Experiment for Health Workforce Recruitment and Retention in Remote and Rural Areas: A User Guide with Case Studies. 2012. World Health Organization: Geneva.
   Google Scholar
• World Health Organization. Everybody’s business: strengthening health systems to improve health outcomes. WHO’s Framework for Action. Geneva: World Health Organization; 2007.
   Google Scholar
• Mikkelsen-Lopez I, Wyss K, de Savigny D. An approach to addressing governance from a health system framework perspective. BMC Int Health Hum Rights. 2011;11:13.
   PubMed Web of Science ®Google Scholar
• United Nations Statistics Division. Standard Country or Area Codes for Statistical Use (M49) [cited 2016]. Available from: https://unstats.un.org/unsd/methodology/m49/
   Google Scholar
• Liberati A, Altman DG, Tetzlaff J, et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration. BMJ. 2009;339:b2700.
   PubMed Web of Science ®Google Scholar
• Moher D, Shamseer L, Clarke M, et al. Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Syst Rev. 2015;4:1.
   PubMed Web of Science ®Google Scholar
• Showalter TN, Mishra MV, Bridges JF. Factors that influence patient preferences for prostate cancer management options: A systematic review. Patient Prefer Adherence. 2015;9:899–911.
   PubMed Web of Science ®Google Scholar
• Cheung KL, Wijnen BF, Hollin IL, et al. Using Best-Worst Scaling to Investigate Preferences in Health Care. PharmacoEconomics. 2016;34(12):1195–1209.
   PubMed Web of Science ®Google Scholar
• Kohler RE, Gopal S, Lee CN, et al. Breast cancer knowledge, behaviors, and preferences in Malawi: implications for early detection interventions from a discrete choice experiment. J Glob Oncol. 2017, DOI: 10.1200/JGO.2016.005371
   Google Scholar
• Abiiro GA, Torbica A, Kwalamasa K, et al. What factors drive heterogeneity of preferences for micro-health insurance in rural Malawi? Health Policy Plan. 2016;31(9):1172–1183.
   PubMed Web of Science ®Google Scholar
• Kasteng F, Settumba S, Kallander K, et al. Valuing the work of unpaid community health workers and exploring the incentives to volunteering in rural Africa. Health Policy Plan. 2016;31(2):205–16.
   PubMed Web of Science ®Google Scholar
• Kruk ME, Riley PL, Palma AM, et al. How can the health system retain women in HIV treatment for a lifetime? A discrete choice experiment in Ethiopia and Mozambique. PLoS ONE. 2016;11(8):e0160764.
   PubMed Web of Science ®Google Scholar
• Mandeville KL, Ulaya G, Lagarde M, et al. The use of specialty training to retain doctors in Malawi: A discrete choice experiment. Soc Sci Med. 2016;169:109–118
   PubMed Web of Science ®Google Scholar
• Obse A, Ryan M, Heidenreich S, et al. Eliciting preferences for social health insurance in Ethiopia: a discrete choice experiment. Health Policy Plan. 2016;31(10):1423–1432
   PubMed Web of Science ®Google Scholar
• Shiratori S, Agyekum EO, Shibanuma A, et al. Motivation and incentive preferences of community health officers in Ghana: an economic behavioral experiment approach. Hum Resour Health. 2016;14(53).
   PubMed Web of Science ®Google Scholar
• Takemura T, Kielmann K, Blaauw D. Job preferences among clinical officers in public sector facilities in rural Kenya: a discrete choice experiment. Hum Resour Health. 2016;14:10.
   PubMed Web of Science ®Google Scholar
• Agyei-Baffour P, Boahemaa MY, Addy EA. Contraceptive preferences and use among auto artisanal workers in the informal sector of Kumasi, Ghana: a discrete choice experiment. Reprod Health. 2015;12:32.
   PubMed Web of Science ®Google Scholar
• Berhane A, Enquselassie F. Patients’ preferences for attributes related to health care services at hospitals in Amhara Region, northern Ethiopia: a discrete choice experiment. Patient Prefer Adherence. 2015;9:1293–1301.
   PubMed Web of Science ®Google Scholar
• Brouwer R, Job FC, van der Kroon B, et al. Comparing Willingness to Pay for Improved Drinking-Water Quality Using Stated Preference Methods in Rural and Urban Kenya. Appl Health Econ Health Policy. 2015;13(1):81–94.
   PubMed Web of Science ®Google Scholar
• Honda A, Vio F. CH Incentives for non-physician health professionals to work in the rural and remote areas of Mozambique-a discrete choice experiment for eliciting job preferences. Hum Resour Health. 2015;13:12.
   PubMed Web of Science ®Google Scholar
• Honda A, Ryan M, van Niekerk R, et al. Improving the public health sector in South Africa: eliciting public preferences using a discrete choice experiment. Health Policy Plan. 2015;30(5):600–611.
   PubMed Web of Science ®Google Scholar
• Larson E, Vail D, Mbaruku GM, et al. Moving Toward Patient-Centered Care in Africa: A Discrete Choice Experiment of Preferences for Delivery Care among 3,003 Tanzanian Women. PLoS ONE. 2015;10(8):e0135621.
   PubMed Web of Science ®Google Scholar
• Michaels-Igbokwe C, Lagarde M, Cairns J, et al. Designing a package of sexual and reproductive health and HIV outreach services to meet the heterogeneous preferences of young people in Malawi: results from a discrete choice experiment. Health Econ Rev. 2015;5(9).
   PubMedGoogle Scholar
• Michaels-Igbokwe C, Terris-Prestholt F, Lagarde M, et al. Young People’s Preferences for Family Planning Service Providers in Rural Malawi: A Discrete Choice Experiment. PLoS ONE. 2015;10(12):18
   Web of Science ®Google Scholar
• Ostermann J, Njau B, Mtuy T, et al. One size does not fit all: HIV testing preferences differ among high-risk groups in Northern Tanzania. AIDS Care. 2015;27(5):595–603.
   PubMed Web of Science ®Google Scholar
• Robyn PJ, Shroff Z, Zang OR, et al. Addressing health workforce distribution concerns: a discrete choice experiment to develop rural retention strategies in Cameroon. Int J Health Policy Manag. 2015;4(3):169–180.
   PubMed Web of Science ®Google Scholar
• Abiiro GA, Torbica A, Kwalamasa K, et al. Eliciting community preferences for complementary micro health insurance: a discrete choice experiment in rural Malawi. Soc Sci Med. 2014;120:160–8.
   PubMed Web of Science ®Google Scholar
• Bocoum FY, Kone E, Kouanda S, et al. Which incentive package will retain regionalized health personnel in Burkina Faso: a discrete choice experiment. Hum Resour Health. 2014;12:9.
   PubMed Web of Science ®Google Scholar
• Brunie A, Wamala-Mucheri P, Otterness C, et al. Keeping community health workers in Uganda motivated: key challenges, facilitators, and preferred program inputs. Glob Health Sci Pract. 2014;2(1):103–16.
   PubMedGoogle Scholar
• Medina-Lara A, Mujica-Mota RE, Kunkwenzu ED, et al. Stated preferences for anti-malarial drug characteristics in Zomba, a malaria endemic area of Malawi. Malaria J. 2014;13:259.
   PubMed Web of Science ®Google Scholar
• Ostermann J, Njau B, Brown DS, et al. Heterogeneous HIV testing preferences in an urban setting in Tanzania: results from a discrete choice experiment. PLoS ONE. 2014;9(3):e92100.
   PubMed Web of Science ®Google Scholar
• Ageyi-Baffour P, Rominski S, Nakua E, et al. Factors that influence midwifery students in Ghana when deciding where to practice: a discrete choice experiment. BMC Med Educ. 2013;13:64.
   PubMed Web of Science ®Google Scholar
• Lagarde M. Investigating attribute non-attendance and its consequences in choice experiments with latent class models. Health Econ. 2013;22(5):554–67
   PubMed Web of Science ®Google Scholar
• Terris-Prestholt F, Hanson K, MacPhail C, et al. How Much Demand for New HIV Prevention Technologies Can We Really Expect? Results from a Discrete Choice Experiment in South Africa. PLoS ONE. 2013;8(12):13.
   Web of Science ®Google Scholar
• Meenakshi JV, Banerji A, Manyong V, et al. Using a discrete choice experiment to elicit the demand for a nutritious food: willingness-to-pay for orange maize in rural Zambia. J Health Econ. 2012;31(1):62–71.
   PubMed Web of Science ®Google Scholar
• Mirelman A, Mentzakis E, Kinter E, et al. Decision-making criteria among national policymakers in five countries: a discrete choice experiment eliciting relative preferences for equity and efficiency. Value in Health. 2012;15(3):534–9.
   PubMed Web of Science ®Google Scholar
• Paczkowski MM, Kruk ME, Tessema F, et al. Depressive symptoms and posttraumatic stress disorder as determinants of preference weights for attributes of obstetric care among Ethiopian women. PLoS ONE. 2012;7(10):e46788.
   PubMed Web of Science ®Google Scholar
• Robyn PJ, Barnighausen T, Souares A, et al. Health worker preferences for community-based health insurance payment mechanisms: a discrete choice experiment. BMC Health Serv Res. 2012;12:159.
   PubMed Web of Science ®Google Scholar
• Rockers PC, Jaskiewicz W, Wurts L, et al. Preferences for working in rural clinics among trainee health professionals in Uganda: a discrete choice experiment. BMC Health Serv Res. 2012;12:212.
   PubMed Web of Science ®Google Scholar
• Takama T, Tsephel S, Johnson FX. Evaluating the relative strength of product-specific factors in fuel switching and stove choice decisions in Ethiopia. A discrete choice model of household preferences for clean cooking alternatives. Energy Economics. 2012;34(6):1763–1773.
   Google Scholar
• Diaby V, Die Kakou H, Lachaine J. Eliciting preferences for reimbursed drugs selection criteria in Cote d’Ivoire. The Patient. 2011;4(2):125–31.
   PubMedGoogle Scholar
• Kolstad JR. How to make rural jobs more attractive to health workers. Findings from a discrete choice experiment in Tanzania. Health Econ. 2011;20(2):196–211.
   Google Scholar
• Kruk ME, Rockers PC, Tornorlah Varpilah S, et al. Population preferences for health care in liberia: insights for rebuilding a health system. Health Serv Res. 2011;46(6pt2):2057–78
   PubMed Web of Science ®Google Scholar
• Lagarde M, Smith Paintain L, Antwi G, et al. Evaluating health workers’ potential resistance to new interventions: a role for discrete choice experiments. PLoS ONE. 2011;6(8):e23588.
   PubMed Web of Science ®Google Scholar
• Blaauw D, Erasmus E, Pagaiya N, et al. Policy interventions that attract nurses to rural areas: a multicountry discrete choice experiment. Bull World Health Organ. 2010;88(5):350–6.
   PubMed Web of Science ®Google Scholar
• Hanson K, Jack W. Incentives could induce Ethiopian doctors and nurses to work in rural settings. Health Affairs. 2010;29(8):1452–60.
   Web of Science ®Google Scholar
• Kruk ME, Paczkowski MM, Tegegn A, et al. Women’s preferences for obstetric care in rural Ethiopia: a population-based discrete choice experiment in a region with low rates of facility delivery. J Epidemiol Community Health. 2010;64(11):984–8.
   PubMed Web of Science ®Google Scholar
• Kruk ME, Johnson JC, Gyakobo M, et al. Rural practice preferences among medical students in Ghana: a discrete choice experiment. Bull World Health Organ. 2010;88(5):333–41.
   PubMed Web of Science ®Google Scholar
• Kruk ME, Paczkowski M, Mbaruku G, et al. Women’s preferences for place of delivery in rural Tanzania: a population-based discrete choice experiment. Am J Public Health. 2009;99(9):1666–72.
   PubMed Web of Science ®Google Scholar
• Mangham LJ, Hanson K. Employment preferences of public sector nurses in Malawi: results from a discrete choice experiment. Trop Med Int Health. 2008;13(12):1433–41.
   PubMed Web of Science ®Google Scholar
• Baltussen R. Priority setting of public spending in developing countries: do not try to do everything for everybody. Health Policy. 2006;78(2/3):149–156
   PubMed Web of Science ®Google Scholar
• Baltussen R, Stolk E, Chisholm D, et al. Towards a multi-criteria approach for priority setting: an application to Ghana. Health Econ. 2006;15(7):689–96.
   PubMed Web of Science ®Google Scholar
• Christofides NJ, Muirhead D, Jewkes RK, et al. Women’s experiences of and preferences for services after rape in South Africa: interview study. BMJ. 2006;332(7535):209–13.
   PubMed Web of Science ®Google Scholar
• Hanson K, McPake B, Nakamba P, et al. Preferences for hospital quality in Zambia: results from a discrete choice experiment. Health Econ. 2005;14(7):687–701.
   PubMed Web of Science ®Google Scholar
• Hartter J, Dowhaniuk N, MacKenzie CA, et al. Perceptions of risk in communities near parks in an African biodiversity hotspot. Ambio. 2016;45(6):692–705.
   PubMed Web of Science ®Google Scholar
• Ludwick T, Brenner JL, Kyomuhangi T, et al. Poor retention does not have to be the rule: retention of volunteer community health workers in Uganda. Health Policy Plan. 2014;29(3):388–95.
   PubMed Web of Science ®Google Scholar
• Powell RA, Namisango E, Gikaara N, et al. Public priorities and preferences for end-of-life care in Namibia. J Pain Symptom Manage. 2014;47(3):620–30.
   PubMed Web of Science ®Google Scholar
• Tolley EE, McKenna K, Mackenzie C, et al. Preferences for a potential longer-acting injectable contraceptive: perspectives from women, providers, and policy makers in Kenya and Rwanda. Glob Health Sci Pract. 2014;2(2):182–94.
   PubMedGoogle Scholar
• Wilunda C, Quaglio G, Putoto G, et al. A qualitative study on barriers to utilisation of institutional delivery services in Moroto and Napak districts, Uganda: implications for programming. BMC Pregnancy Childbirth. 2014;14:259.
   PubMed Web of Science ®Google Scholar
• Assaad-Khalil SH, Al Arouj M, Almaatouq M, et al. Barriers to the delivery of diabetes care in the Middle East and South Africa: a survey of 1,082 practising physicians in five countries. Int J Clin Pract. 2013;67(11):1144–50.
   PubMed Web of Science ®Google Scholar
• Oketade IO, Osiro O, Ibiyemi ST, et al. Perception of patients attending a tertiary hospital in Nigeria about good dental practice: a pilot study. Niger J Clin Pract. 2013;16(4):478–82.
   PubMed Web of Science ®Google Scholar
• Ajayi DM, Arigbede AO. Barriers to oral health care utilization in Ibadan, South West Nigeria. Afr Health Sci. 2012;12(4):507–13.
   PubMed Web of Science ®Google Scholar
• Hearst N, Kajubi P, Hudes ES, et al. Prevention messages and AIDS risk behavior in Kampala, Uganda. AIDS Care. 2012;24(1):87–90.
   PubMed Web of Science ®Google Scholar
• Parker WA, Steyn NP, Levitt NS, et al. Health promotion services for patients having non-comminicable diseases: feedback from patients and health care providers in Cape Town, South Africa. BMC Public Health. 2012;12:503.
   PubMed Web of Science ®Google Scholar
• Abanobi OC, Chukwuocha UM, Onwuiiliri CO, et al. Primary motives for demand of ivermectin drug in mass distribution programmes to control onchocerciasis. East Afr J Public Health. 2011;8(1):33–7.
   PubMedGoogle Scholar
• Johnson JC, Nakua E, Dzodzomenyo M, et al. For money or service?: a cross-sectional survey of preference for financial versus non-financial rural practice characteristics among Ghanaian medical students. BMC Health Serv Res. 2011;11:300.
   PubMed Web of Science ®Google Scholar
• Pfeiffer A, Noden BH, Walker ZA, et al. General population and medical student perceptions of good and bad doctors in Mozambique. Educ Health. 2011;24(1):12–12.
   Google Scholar
• Nelson BD, Getchell M, Rosborough S, et al. A participatory approach to assessing refugee perceptions of health services. World Health Popul. 2010;11(4):13–22.
   PubMedGoogle Scholar
• Uguru NP, Onwujekwe OE, Tasie NG, et al. Do consumers’ preferences for improved provision of malaria treatment services differ by their socio-economic status and geographic location? A study in southeast Nigeria. BMC Public Health. 2010;10:7.
   PubMed Web of Science ®Google Scholar
• Sharan P, Gallo C, Gureje O, et al. Mental health research priorities in low- and middle-income countries of Africa, Asia, Latin America and the Caribbean. Br J Psychiatry. 2009;195(4):354–63.
   PubMed Web of Science ®Google Scholar
• Uzochukwu BS, Onwujekwe OE, Nwobi EA, et al. Households’ perceptions and prioritization of tropical endemic diseases in Nigeria: implications for priority setting for resource allocation. World Health Popul. 2007;9(3):36–47.
   PubMedGoogle Scholar
• Onwujekwe O, Dike N, Ojukwu J, et al. Consumers stated and revealed preferences for community health workers and other strategies for the provision of timely and appropriate treatment of malaria in southeast Nigeria. Malaria J. 2006;5:9.
   PubMed Web of Science ®Google Scholar
• Rosato M, Mwansambo CW, Kazembe PN, et al. Women’s groups’ perceptions of maternal health issues in rural Malawi. Lancet. 2006;368(9542):1180–8.
   PubMed Web of Science ®Google Scholar
• Ogbeiwi O, Nash J. What would make your life better? A needs analysis of leprosy settlements in the middle belt region of Nigeria. Lepr Review. 1999;70(3):295–304.
   PubMed Web of Science ®Google Scholar
• Siziya S, Mushanga M. Importance of schistosomiasis in the Isoka district of Zambia: a prerequisite for its control using community participation. Soc Sci Med.1996;42(3):431–5.
   PubMed Web of Science ®Google Scholar
• Alcaide ML, Cook R, Chisembele M, et al. Determinants of intravaginal practices among HIV-infected women in Zambia using conjoint analysis. Int J STD AIDS. 2016;27(6):453–61.
   PubMed Web of Science ®Google Scholar
• Masozera M, Erickson JD, Clifford D, et al. Integrating the management of ruaha landscape of Tanzania with local needs and preferences. Environ Manage. 2013;52(6):1533–1546.
   PubMed Web of Science ®Google Scholar
• Van Rijsbergen B, D’Exelle B. Delivery care in Tanzania: a comparative analysis of use and preferences. World Dev. 2013;43:276–287.
   Web of Science ®Google Scholar
• Eisingerich AB, Wheelock A, Gomez GB, et al. Attitudes and acceptance of oral and parenteral HIV preexposure prophylaxis among potential user groups: A multinational study. PloS one. 2012;7(1).
   Web of Science ®Google Scholar
• Bridges JFP, Selck FW, Gray GE, et al. Condom Avoidance and Determinants of Demand for Male Circumcision in Johannesburg, South Africa. Health Policy Plan. 2011;26(4):298–306.
   PubMed Web of Science ®Google Scholar
• Bridges JFP, Searle SC, Selck FW, et al. Engaging families in the choice of social marketing strategies for male circumcision services in Johannesburg, South Africa. Soc Mar Q. 2010;16(3):60–76.
   Google Scholar
• Opuni M, Bishai D, Gray GE, et al. Preferences for characteristics of antiretroviral therapy provision in Johannesburg, South Africa: results of a conjoint analysis. AIDS Behav. 2010;14(4):807–15.
   PubMed Web of Science ®Google Scholar
• O’Hara NN, Roy L, O’Hara LM, et al. Healthcare Worker Preferences for Active Tuberculosis Case Finding Programs in South Africa: A Best-Worst Scaling Choice Experiment. PLoS ONE. 2015;10(7):13.
   Web of Science ®Google Scholar
• Lagerkvist CJ, Kokko S, Karanja N. Health in perspective: framing motivational factors for personal sanitation in urban slums in Nairobi, Kenya, using anchored best-worst scaling. J Water Sanit Hyg Dev. 2014;4(1):108–119.
   Web of Science ®Google Scholar
• Torbica A, De Allegri M, Belemsaga D, et al. What criteria guide national entrepreneurs’ policy decisions on user fee removal for maternal health care services? Use of a best-worst scaling choice experiment in West Africa. J Health Serv Res Policy. 2014;19(4):208–15.
   PubMed Web of Science ®Google Scholar
• Reed Johnson F, Lancsar E, Marshall D, et al. Constructing Experimental Designs for Discrete-Choice Experiments: Report of the ISPOR Conjoint Analysis Experimental Design Good Research Practices Task Force. Value in Health. 2013 2013;16(1):3–13.
   PubMed Web of Science ®Google Scholar
• Kahneman D, Knetsch JL, Thaler RH. Anomalies - the Endowment Effect, Loss Aversion, and Status-Quo Bias. J Econ Perspect. 1991;5(1):193–206
   Web of Science ®Google Scholar
• Holmes MD, Dalal S, Volmink J, Adebamowo CA, Njelekela M, Fawzi WW, Willett WC, Adami HO. Non-communicable diseases in sub-Saharan Africa: the case for cohort studies. PLoS Med. 2010;7(5): e1000244.
   PubMed Web of Science ®Google Scholar
• Dalal S, Beunza JJ, Volmink J, Adebamowo C, Bajunirwe F, Njelekela M, Mozaffarian D, Fawzi W, Willett W, Adami HO, Holmes MD. Non-communicable diseases in sub-Saharan Africa: what we know now. Int J Epidemiol. 2011; 40(4): 885–901.
   PubMed Web of Science ®Google Scholar
• Davies J, Mullan Z (2016). Research capacity in Africa—will the sun rise again? The Lancet Global Health. 2016; 4(5): e287.
   PubMed Web of Science ®Google Scholar
• Maher D, Sekajugo, J, Harries, AD, Grosskurth, H. Research needs for an improved primary care response to chronic non-communicable diseases in Africa”. Trop Med Int Health 2010;15(2): 176–181.
   PubMed Web of Science ®Google Scholar
• Dudley L, Garner P. Strategies for integrating primary health services in low- and middle-income countries at the point of delivery”. Cochrane Database Syst Rev. 2011; (7): Cd003318.
   PubMed Web of Science ®Google Scholar
• Duffy M, Ojikutu B, Andrian S, Sohng E, Minior T, Hirschhorn LR. Non-communicable diseases and HIV care and treatment: models of integrated service delivery. Trop Med Int Health. 2017;22(8): 926–937
   PubMed Web of Science ®Google Scholar
• Coast J, Horrocks S. Developing attributes and levels for discrete choice experiments using qualitative methods. J Health Serv Res Policy. 2007;12(1):25–30.
   PubMedGoogle Scholar
• Coast J, Al-Janabi H, Sutton EJ, et al. Using qualitative methods for attribute development for discrete choice experiments: issues and recommendations. Health Econ. 2012;21(6):730–41.
   PubMed Web of Science ®Google Scholar
• Abiiro GA, Leppert G, Mbera GB, et al. Developing attributes and attribute-levels for a discrete choice experiment on micro health insurance in rural Malawi. BMC Health Serv Res. 2014;14:235.
   PubMed Web of Science ®Google Scholar
• Strachan DL, Kallander K, ten Asbroek AH, et al. Interventions to improve motivation and retention of community health workers delivering integrated community case management (iCCM): stakeholder perceptions and priorities. Am J Trop Med Hyg. 2012;87(5 Suppl):111–9.
   PubMed Web of Science ®Google Scholar
• Alcaide ML, Chisembele M, Mumbi M, et al. Examining Targets for HIV Prevention: Intravaginal Practices in Urban Lusaka, Zambia. AIDS Patient Care STDS. 2014;28(3):121–127.
   PubMed Web of Science ®Google Scholar
• MacPhail C, Terris-Prestholt F, Kumaranayake L, et al. Managing men: women’s dilemmas about overt and covert use of barrier methods for HIV prevention. Cult Health Sex. 2009;11(5):485–97.
   PubMed Web of Science ®Google Scholar
• Michaels-Igbokwe C, Lagarde M, Cairns J, et al. Using decision mapping to inform the development of a stated choice survey to elicit youth preferences for sexual and reproductive health and HIV services in rural Malawi. Soc Sci Med. 2014;105:93–102.
   PubMed Web of Science ®Google Scholar
• Njau B, Ostermann J, Brown D, et al. HIV testing preferences in Tanzania: a qualitative exploration of the importance of confidentiality, accessibility, and quality of service. BMC Public Health. 2014;14:838.
   PubMed Web of Science ®Google Scholar
• Kohler RE, Lee CN, Gopal S, et al. Developing a discrete choice experiment in Malawi: eliciting preferences for breast cancer early detection services. Patient Prefer Adherence. 2015;9:1459–1472.
   PubMed Web of Science ®Google Scholar
• Brunie A, Chen M, Akol A. Qualitative Assessment of the Application of a Discrete Choice Experiment With Community Health Workers in Uganda: Aligning Incentives With Preferences. Glob Health Sci Pract. 2016;4(4):684–693.
   PubMed Web of Science ®Google Scholar
• Janssen EM, Segal JB, Bridges JFP. A Framework for Instrument Development of a Choice Experiment: An Application to Type 2 Diabetes. The Patient. 2016;9(5):465–479.
   PubMedGoogle Scholar
• Marshall D, Bridges JFP, Hauber B, et al. Conjoint Analysis Applications in Health — How are Studies being Designed and Reported? The Patient. 2010;3(4):249–256.
   PubMedGoogle Scholar
• Bennett S, Agyepong IA, Sheikh K, Hanson K, Ssengooba F, Gilson, L. Building the field of health policy and systems research: an agenda for action. PLoS Med. 2011;8(8): e1001081.
   PubMed Web of Science ®Google Scholar