Planning a Community Approach to Diabetes Care in Low- and Middle-Income Countries Using Optimization
References
- (2018) A discussion paper on stigmatizing features of diabetes. Nursing Open 5(2):113–119.Crossref, Google Scholar
- (2015) Making better fulfillment decisions on the fly in an online retail environment. Manufacturing Service Oper. Management 17(1):34–51.Link, Google Scholar
- (2008) Relaxations of weakly coupled stochastic dynamic programs. Oper. Res. 56(3):712–727.Link, Google Scholar
- (2011) Optimizing cancer screening using partially observable Markov decision processes. Transforming Res. Action 2011(September):75–89.Google Scholar
- (2017) Community health workers in diabetes prevention and management in developing countries. Ann. Global Health 83(3–4):661–675.Crossref, Google Scholar
- (2019) Behavioral modeling in weight loss interventions. Eur. J. Oper. Res. 272(3):1058–1072.Crossref, Google Scholar
- (2019) Prioritizing hepatitis C treatment in U.S. prisons. Oper. Res. 67(3):853–873.Link, Google Scholar
- (2012) The effect of budgetary restrictions on breast cancer diagnostic decisions. Manufacturing Service Oper. Management 14(4):600–617.Link, Google Scholar
- (2021) The impact of diabetes on productivity in India. Diabetes Care 44(12):2714–2722.Crossref, Google Scholar
- (2020) Online decision making with high-dimensional covariates. Oper. Res. 68(1):276–294.Link, Google Scholar
- (2012) Dynamic Programming and Optimal Control: Volume I, 4th ed. (Athena Scientific, Belmont, MA).Google Scholar
- (2025) Efficient separation of RLT cuts for implicit and explicit bilinear terms. Math. Programming 210(1):47–74.Crossref, Google Scholar
- (2021) Sequential product development and introduction by cash-constrained start-ups. Manufacturing Service Oper. Management 23(6):1505–1523.Link, Google Scholar
- (2015) Mathematical Statistics: Basic Ideas and Selected Topics, vols. I and II (Chapman and Hall/CRC, Boca Raton, FL).Google Scholar
- (1998) Discrete choice models. Labbé M, Laporte G, Tanczos K, Toint P, eds. Operations Research and Decision Aid Methodologies in Traffic and Transportation Management, NATO ASI Series, vol. 166 (Springer, Berlin), 203–227.Crossref, Google Scholar
- (1961) The Lindeberg–Levy theorem for martingales. Proc. Amer. Math. Soc. 12(5):788–792.Google Scholar
- (2011) The pros and cons of diagnosing diabetes with A1C. Diabetes Care 34(Suppl 2):S184–S190.Crossref, Google Scholar
- (2020) Ambulance emergency response optimization in developing countries. Oper. Res. 68(5):1315–1334.Link, Google Scholar
- (2022) Improving tuberculosis treatment adherence support: The case for targeted behavioral interventions. Manufacturing Service Oper. Management 24(6):2925–2943.Link, Google Scholar
- (2021) Risk stratification for early detection of diabetes and hypertension in resource-limited settings: Machine learning analysis. J. Medical Internet Res. 23(1):e20123.Crossref, Google Scholar
- (2023) On the strength of relaxations of weakly coupled stochastic dynamic programs. Oper. Res. 71(6):2374–2389.Link, Google Scholar
- (2010) Routing for rural health: Optimizing community health worker visit schedules. Eagle N, Horvitz E, eds. Proc. 2010 AAAI Spring Sympos.: Artificial Intelligence Development (AI-D) (AAAI Press, Palo Alto, CA), 118–119.Google Scholar
- (2018) “It is not possible to go inside and have a discussion”: How fear of stigma affects delivery of community-based support for children’s HIV care. AIDS Care 30(7):903–909.Crossref, Google Scholar
- (2004) An economic framework for understanding physical activity and eating behaviors. Amer. J. Preventative Medicine 27(3):117–125.Crossref, Google Scholar
- (2019) Community healthcare network in underserved areas: Design, mathematical models, and analysis. Production Oper. Management 28(7):1716–1734.Crossref, Google Scholar
- (2014) Psychological aspects of diabetes care: Effecting behavioral change in patients. World J. Diabetes 5(6):796–808.Crossref, Google Scholar
- (2022) Average income of Indian family is Rs 23,000 per month: Survey. India.com (November 5), https://www.india.com/business/average-income-of-indian-family-is-rs-23000-per-month-survey-5725299/.Google Scholar
- (2018) Optimization of sequential decision making for chronic diseases: From data to decisions. Recent Adv. Optim. Model. Contemporary Problems 2018(October):316–348.Link, Google Scholar
- (2018) Evaluation of a Novel Community-Based Chronic Disease Management Solution (Max Institute for Healthcare Management, Indian School of Business, Mohali, India).Google Scholar
- (2021) Community health worker-led, technology-enabled private sector intervention for diabetes and hypertension management among urban poor: A retrospective cohort study from large Indian metropolitan city. BMJ Open 11(8):e045246.Crossref, Google Scholar
- (2022) Optimal scale-up of HIV treatment programs in resource-limited settings under supply uncertainty. Production Oper. Management 31(3):883–905.Crossref, Google Scholar
- (2013) Improving health outcomes through better capacity allocation in a community-based chronic care model. Oper. Res. 61(6):1277–1294.Link, Google Scholar
- (2015) Planning for HIV screening, testing, and care at the Veterans Health Administration. Oper. Res. 63(2):287–304.Link, Google Scholar
- (1999) Modeling of pharmacokinetic/pharmacodynamic (PK/PD) relationships: Concepts and perspectives. Pharmaceutical Res. 16(2):176–185.Crossref, Google Scholar
- (2017) Evolution and patterns of global health financing 1995–2014: Development assistance for health, and government, prepaid private, and out-of-pocket health spending in 184 countries. Lancet 389(10083):1981–2004.Crossref, Google Scholar
- Directorate of Economics and Statistics (2015) Statistical year book. Accessed April 10, 2026, https://web.archive.org/web/20211230052703/ https://www.telangana.gov.in/PDFDocuments/Statistical%20Year%20Book%202015.pdf.Google Scholar
- Emerging Risk Factors Collaboration (2010) Diabetes mellitus, fasting blood glucose concentration, and risk of vascular disease: A collaborative meta-analysis of 102 prospective studies. Lancet 375(9733):2215–2222.Crossref, Google Scholar
- (2011) The irrevocable multiarmed bandit problem. Oper. Res. 59(2):383–399.Link, Google Scholar
- (2014) Impact of baseline patient characteristics on interventions to reduce diabetes distress: The role of personal conscientiousness and diabetes self-efficacy. Diabetic Medicine 31(6):739–746.Crossref, Google Scholar
- (2021) The state of diabetes treatment coverage in 55 low-income and middle-income countries: A cross-sectional study of nationally representative, individual-level data in 680 102 adults. Lancet Healthy Longevity 2(6):e340–e351.Crossref, Google Scholar
- (2023) Exponential asymptotic optimality of Whittle index policy. Queueing Systems 104(1):107–150.Crossref, Google Scholar
- (2006) Some indexable families of restless bandit problems. Adv. Appl. Probab. 38(3):643–672.Crossref, Google Scholar
- (2008) Factors contributing to attrition behavior in diabetes self-management programs: A mixed method approach. BMC Health Services Res. 8(1):33.Crossref, Google Scholar
- (2021) Effectiveness of a female community health volunteer–delivered intervention in reducing blood glucose among adults with type 2 diabetes: An open-label, cluster randomized clinical trial. JAMA Network Open 4(2):e2035799.Crossref, Google Scholar
- (2016) Using meta-analytic path analysis to test theoretical predictions in health behavior: An illustration based on meta-analyses of the theory of planned behavior. Preventative Medicine 89:154–161.Crossref, Google Scholar
- (2023) Personalized disease screening decisions considering a chronic condition. Management Sci. 69(1):260–282.Link, Google Scholar
- (2015) Treatment burden and treatment fatigue as barriers to health. Current Opinion Psych. 5:31–36.Crossref, Google Scholar
- (2018) Utility of HbA1c and fasting plasma glucose for screening of type 2 diabetes: A meta-analysis of full ROC curves. Diabetic Medicine 35(3):317–322.Crossref, Google Scholar
- International Diabetes Federation (2021) IDF Diabetes Atlas, 10th ed. (International Diabetes Federation, Brussels).Google Scholar
- (2017) Community health workers for non-communicable diseases prevention and control in developing countries: Evidence and implications. PLoS One 12(7):e0180640.Crossref, Google Scholar
- (2017) Improving HIV early infant diagnosis supply chains in sub-Saharan Africa: Models and application to Mozambique. Oper. Res. 65(6):1479–1493.Link, Google Scholar
- (2021) The household financial burden of non-communicable diseases in low-and middle-income countries: A systematic review. Health Res. Policy Systems 19(1):96.Crossref, Google Scholar
- (1993) Decisions with Multiple Objectives: Preferences and Value Trade-offs (Cambridge University Press, Cambridge, UK).Crossref, Google Scholar
- (2021) Online advance scheduling with overtime: A primal-dual approach. Manufacturing Service Oper. Management 23(1):246–266.Link, Google Scholar
- (2025) Contextual learning with online convex optimization: Theory and application to medical decision-making. Management Sci. 71(12):9869–10753.Google Scholar
- (2001) Pricing for a durable-goods monopolist under rapid sequential innovation. Management Sci. 47(11):1552–1561.Link, Google Scholar
- (2025) Applications of behavioral change theories and models in health promotion interventions: A rapid review. Behavioral Sci. 15(5):580.Crossref, Google Scholar
- (2021) Preparedness of primary and secondary health facilities in India to address major noncommunicable diseases: Results of a National Noncommunicable Disease Monitoring Survey (NNMS). BMC Health Services Res. 21(1):757.Crossref, Google Scholar
- (2022) Understanding the role of private healthcare providers in India’s march toward Universal Health Coverage. Forbes India (May 5), https://www.forbesindia.com/blog/health/understanding-the-role-of-private-healthcare-providers-in-indias-march-toward-universal-health-coverage/.Google Scholar
- (2019) The legacy effect in type 2 diabetes: Impact of early glycemic control on future complications (the Diabetes & Aging Study). Diabetes Care 42(3):416–426.Crossref, Google Scholar
- (2019) Optimal screening for hepatocellular carcinoma: A restless bandit model. Manufacturing Service Oper. Management 21(1):198–212.Link, Google Scholar
- (2018) Outcome-driven personalized treatment design for managing diabetes. Interfaces 48(5):422–435.Link, Google Scholar
- (2020) Global, regional, and national burden and trend of diabetes in 195 countries and territories: An analysis from 1990 to 2025. Sci. Rep. 10(1):14790.Crossref, Google Scholar
- (2019) Health system performance for people with diabetes in 28 low-and middle-income countries: A cross-sectional study of nationally representative surveys. PLoS Medicine 16(3):e1002751.Crossref, Google Scholar
- (2021) Risk-aware interventions in public health: Planning with restless multi-armed bandits. Dignum F, Lomuscio A, Endriss U, Nowé A, eds. Proc. 20th Internat. Conf. Autonomous Agents MultiAgent Systems (AAMAS 2021), Internat. Foundation Autonomous Agents Multiagent Systems (IFAAMAS), Virtual Event, United Kingdom, 880–888.Google Scholar
- (2020) Collapsing bandits and their application to public health intervention. Adv. Neural Inform. Processing Systems 33:15639–15650.Google Scholar
- (2022) Prevalence, awareness, treatment and control of diabetes in India from the countrywide national NCD monitoring survey. Frontiers Public Health 10:748157.Crossref, Google Scholar
- (1976) Computability of global solutions to factorable nonconvex programs: Part I—Convex underestimating problems. Math. Programming 10(1):147–175.Crossref, Google Scholar
- Ministry of Home Affairs (2011) Census of India: Final Population Totals (Government of India, New Delhi, India).Google Scholar
- (2020) Nonstationary bandits with habituation and recovery dynamics. Oper. Res. 68(5):1493–1516.Link, Google Scholar
- (2023) Behavioral analytics for myopic agents. Eur. J. Oper. Res. 310(2):793–811.Crossref, Google Scholar
- (2020) Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the global burden of disease study 2019. Lancet 396(10258):1223–1249.Crossref, Google Scholar
- (2015) Effectiveness of diabetes education and awareness of diabetes mellitus in combating diabetes in the United Kingdom; a literature review. J. Nephropharmacology 5(2):110–115.Google Scholar
- (2018) Dynamic learning of patient response types: An application to treating chronic diseases. Management Sci. 64(8):3469–3488.Link, Google Scholar
- (2017) A qualitative exploration of cervical and breast cancer stigma in Karnataka, India. BMC Womens Health 17(1):58.Crossref, Google Scholar
- (2016) Patient perspectives on factors associated with enrollment and retention in chronic disease self-management programs: A systematic review. Patient Intelligence 8:21–37.Crossref, Google Scholar
- (2018) Distribution of medication considering information, transshipment, and clustering: Malaria in Malawi. Production Oper. Management 27(4):774–797.Crossref, Google Scholar
- (2019) Using sequential decision making to improve lung cancer screening performance. IEEE Access 7:119403–119419.Crossref, Google Scholar
- (2021) Prevalence and trends of the diabetes epidemic in urban and rural India: A pooled systematic review and meta-analysis of 1.7 million adults. Ann. Epidemiology 58:128–148.Crossref, Google Scholar
- (2015) Theory of planned behavior and adherence in chronic illness: A meta-analysis. J. Behavioral Medicine 38(4):673–688.Crossref, Google Scholar
- (2015) A pancultural perspective on the fading affect bias in autobiographical memory. Memory 23(2):278–290.Crossref, Google Scholar
- (2015) Using the theory of planned behavior to understand cervical cancer screening among latinas. Health Ed. Behav. 42(5):621–626.Crossref, Google Scholar
- (2020) Multi-machine preventive maintenance scheduling with imperfect interventions: A restless bandit approach. Comput. Oper. Res. 119:104927.Crossref, Google Scholar
- (1994) Structural estimation of Markov decision processes. Engle RF, McFadden DL, eds. Handbook of Econometrics, vol. 4 (Elsevier, Amsterdam), 3081–3143.Crossref, Google Scholar
- (2022) An economic evaluation of diabetes mellitus in India: A systematic review. Diabetes Metabolic Syndrome 16(11):102641.Crossref, Google Scholar
- (2018) Forecasting imbalances in the global health labor market and devising policy responses. Human Resources Health 16(1):5.Crossref, Google Scholar
- (2016) Data-driven Markov decision process approximations for personalized hypertension treatment planning. MDM Policy Practice 1(1):2381468316674214.Crossref, Google Scholar
- (2015) Breast cancer therapy planning—A novel support concept for a sequential decision making problem. Health Care Management Sci. 18(3):389–405.Crossref, Google Scholar
- (1990) A hierarchy of relaxations between the continuous and convex hull representations for zero-one programming problems. SIAM J. Discrete Math. 3(3):411–430.Crossref, Google Scholar
- (2021) Patient-type Bayes-adaptive treatment plans. Oper. Res. 69(2):574–598.Link, Google Scholar
- (2020) Advance service reservations with heterogeneous customers. Management Sci. 66(7):2929–2950.Link, Google Scholar
- Times of India (2012) World Bank team visits Hyderabad slums. (June 12), https://timesofindia.indiatimes.com/city/hyderabad/World-bank-team-visits-Hyderabad-slums/articleshow/14036371.cms.Google Scholar
- (2009) Using Lagrangian relaxation to compute capacity-dependent bid prices in network revenue management. Oper. Res. 57(3):637–649.Link, Google Scholar
- United Nations General Assembly (2015) Transforming Our World: The 2030 Agenda for Sustainable Development (United Nations, New York).Google Scholar
- (2014) Attrition in chronic disease self-management programs and self-efficacy at enrollment. Health Ed. Behav. 41(6):590–598.Crossref, Google Scholar
- (2016) Asymptotically optimal priority policies for indexable and nonindexable restless bandits. Ann. Appl. Probab. 26(4):1947–1995.Crossref, Google Scholar
- (2015) Testing theory of planned behavior and neo-socioanalytic theory models of trait activity, industriousness, exercise social cognitions, exercise intentions, and physical activity in a representative U.S. sample. Frontiers Psych. 6:1114.Google Scholar
- (2019) How do tumor cytogenetics inform cancer treatments? Dynamic risk stratification and precision medicine using multi-armed bandits. Preprint, submitted July 12, http://dx.doi.org/10.2139/ssrn.3405082.Google Scholar
- (1990) On an index policy for restless bandits. J. Appl. Probab. 27(3):637–648.Crossref, Google Scholar
- (2011) The effect of a structured behavioral intervention on poorly controlled diabetes: A randomized controlled trial. Arch. Internal Medicine 171(22):1990–1999.Crossref, Google Scholar
- (1988) Restless bandits: Activity allocation in a changing world. J. Appl. Probab. 25(A):287–298.Crossref, Google Scholar
- (1999) Integer and Combinatorial Optimization, vol. 55 (John Wiley & Sons, Hoboken, NJ).Google Scholar
- World Health Organization (2007) Task Shifting: Rational Redistribution of Tasks Among Health Workforce Teams: Global Recommendations and Guidelines (World Health Organization, Geneva).Google Scholar
- World Health Organization (2016) Global Report on Diabetes (World Health Organization, Geneva).Google Scholar
- World Health Organization (2018) WHO Guideline on Health Policy and System Support to Optimize Community Health Worker Programmes (World Health Organization, Geneva).Google Scholar
- (2022) Optimizing diabetes screening frequencies for at-risk groups. Health Care Management Sci. 25(1):1–23.Crossref, Google Scholar
- (2024) Examining chronic kidney disease screening frequency among diabetics: A POMDP approach. Health Care Management Sci. 27(3):391–414.Crossref, Google Scholar
- (2020) Beta-cell failure in type 2 diabetes: Mechanisms, markers, and clinical implications. Postgraduate Medicine 132(8):676–686.Crossref, Google Scholar
- (2013) Fasting capillary blood glucose: An appropriate measurement in screening for diabetes and pre-diabetes in low-resource rural settings. J. Endocrinological Investigation 36(1):33–37.Google Scholar

