Abstract
The current healthcare system in Hong Kong is experiencing pressure due to constrained resources, with dramatic increases in inpatient services queue lengths, dissatisfaction with the working environment, unacceptable workforce arrangements and high turnover rate of hospital staff. To maintain the robustness of the healthcare system and a sustainable inpatients flow, the Food and Health Bureau launched a public-private partnership programme to utilise the resources of the public and private hospitals. This research investigates the potential for extension of the programme and further enhancing the sustainability of the long-term inpatient services under a mixed public-private healthcare policy via system dynamic modelling. The findings show that an increase of human resources in public hospitals does not substantially improve inpatient flow rate performance. Further, the results from the system dynamic approach provide insights into the expansion of the service areas of the programme and suggest increasing the number of referrals to private hospitals.
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References
Ahsan K, Rahman S (2017). Green public procurement implementation challenges inAustralian public healthcare sector. Journal of Cleaner Production 152:181–197.
Barlas Y (1994). Model validation in system dynamics. In Proceedings of the 1994 Iinternational System Dynamics Conference: 1–10. Sterling, Scotland.
Bastian N D, Munoz D, Ventura M. (2016). A mixedmethods research framework for healthcare process improvement. Journal of Pediatric Nursing 31(1):39–51.
Brailsford S C (2008). System dynamics: What's in it for healthcare simulation modelers. In 2008 Winter Simulation Conference: 1478–1483, IEEE.
Caterina Cavicchi, Emidia Vagnoni (2017). Does intellectual capital promote the shift of healthcare organizations towards sustainable development? Evidence from Italy. Journal of Cleaner Production 153:275–286.
Census & Statistics Department (2015). Hong Kong population projections 2015–2064. http://www.statistics.gov.hk/pub/B1120015062015XXXXB0100.pdf.
Census & Statistics Department (2016a). Gross domestic product. http://www.statistics.gov.hk/pub/B10300012016QQ01B0100.pdf.
Census & Statistics Department (2016b). Hong kong annual digest of statistics. http://www.statistics.gov.hk/pub/B10100032016AN16B0100.pdf.
Census & Statistics Department.(2016c). Population by age group and sex. https://www.censtatd.gov.hk/hkstat/sub/sp150.jsp?tableID=002&ID=0&productType=8.
Census & Statistics Department (2016d). Women and men in Hong Kong key statistics. http://www.statistics.gov.hk/pub/B11303032016AN16B0100.pdf..
Chaerul M, Tanaka M, Shekdar A V (2008). A system dynamics approach for hospitalwaste management. Waste Management 28(2):442–449.
Cheng TC, Haisken-DeNew J P, Yong J (2015). Cream skimming and hospital transfers in a mixed public-private system. Social Science & Medicine 132:156–164.
Chiarini A, Opoku A, Emidia V (2017). Public healthcare practices and criteria for a sustainable procurement: A comparative study between UK and Italy. Journal of Cleaner Production 162:391–399.
Comendeiro-Maaløe M, Ridao-López M, Gorgemans S, Bernal-Delgado E (2019). Public-private partnerships in the spanish national health system: The reversion of the Alzira model. Health Policy 123(4):408–411.
Coyle R G (1996). System Dynamics Modelling: A practical approach, Volume 1. CRC Press.
Dangerfield B C (2016). System Dynamics Applications to European Healthcare Issues. Palgrave Macmillan UK, London.
Du LL, Li XZ, Zhao HJ, Ma W C, Jiang P (2018). System dynamic modeling of urban carbon emissions based on the regional national economy and social development plan: A case study of Shanghai city. Journal of Cleaner Production 172:1501–1513.
Faezipour M, Ferreira S (2013). A system dynamics perspective of patient satisfaction in healthcare. Procedia Computer Science 16:148–156.
Food & Health Bureau (2015). Report of the steering committee on review of hospital authority. http://www.fhb.gov.hk/en/committees/harsc/report.html.
Food & Health Bureau (2017). Health expenditure. http://www.fhb.gov.hk/statistics/en/statistics/health_expenditure.htm#table2.
Forrester JW (1961). Industrial Dynamics. MIT Press, Cambridge, Massachusetts.
Forrester JW (1969). Urban Dynamics. MIT Press, Cambridge, Massachusetts. Gonzalez- Busto B, Garcia R (1999). Waiting lists in Spanish public hospitals: A system dynamics approach. System Dynamics Review 15(3):201–224.
Guo QX, Wang E, Nie YY, Shen JY (2018). Profit or environment? A system dynamic model analysis of waste electrical and electronic equipment management system in China. Journal of Cleaner Production 194:34–42.
Hejazi T H, Badri H, Yang K (2019). A reliability-based approach for performance optimization of service industries: An application to healthcare systems. European Journal of Operational Research 273(3):1016–1025.
Hirsch G, Immediato C S (1999). Microworlds and generic structures as resources for integrating care and improving health. System Dynamics Review 15 (3):315–330.
Homer J, Hirsch G, Minniti M, Pierson M (2004a). Models for collaboration: Howsystem dynamics helped a community organize cost-effective care for chronic illness. System Dynamics Review 20(3):199–222.
Homer J, Jones A, Don Seville, Essien J, Bobby Milstein, Dara Murphy (2004). The CDC's diabetes systems modeling project: Developing a newtool for chronic disease prevention and control. In 22nd International Conference of the System Dynamics Society: 25–29.
Homer J B, Hirsch B G, Milstein B(2007). Chronic illness in a complex health economy: The perils and promises of downstream and upstream reforms. SystemDynamics Review 23 (2-3): 313–343.
Homer J B, Hirsch B G(2006). System dynamics modeling for public health: Background and opportunities. American Journal of Public Health 96(3):452–458.
Hong Kong Government (2017). Health facts of Hong Kong. www.ha.org.hk/visitor/ha_visitor_index.asp?Content_ID=221223&Lang=ENG&Dimension=100&Parent_ID=214172&Ver=HTML.
Hospital Authority (2011). Hospital authority annual report 2010–2011. http://www.ha.org.hk/ho/corpcomm/Annual%20Report/2010-11_chi.pdf.
Hospital Authority (2013). Hospital authority statistical report 2011–2012. http://www.ha.org.hk/upload/publication_15/471.pdf.
Hospital Authority (2018a). Annual plan 2018–2019. www.ha.org.hk/haho/ho/ap/AP18-19Eng.pdf.
Hospital Authority (2018b). Waiting time for total joint replacement surgery. www.ha.org.hk/visitor/ha_visitor_index.asp?Content_ID=221223&Lang=ENG&Dimension=100&Parent_ID=214172&Ver=HTML.
Keung KL, Lee C, Ng KKH, Leung S S, Choy KL (2018). An empirical study on patients' acceptance and resistance towards electronic health record sharing system: Acase study of Hong Kong. International Journal of Knowledge and Systems Science(?KSS) 9(2):1–27.
Lai H Y, Chen C H, Zheng P, Li P K (2020). Investigating the evolving context of an unstable approach in aviation from mental model disconnects with an agent-based model. Reliability Engineering & System Safety 193:106–657.
Lane D C, Monefeldt C, Rosenhead J V (2016). Looking in the Wrong Place for Healthcare Improvements: A System Dynamics Study of an Accident and Emergency Department. Palgrave Macmillan UK, London.
Lee C K M, Keung K L, Ng K K H, Lai D C P (2018). Simulation-based multiple automated guided vehicles considering charging and collision-free requirements in automatic warehouse. In 2018 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM): 1376–1380, IEEE.
Lee C K M, Ng K K H, Chan, K L Choy, W C Tai, L S Choi (2018a). A multi-group analysis of social media engagement and loyalty constructs between fullservice and low-cost carriers in hong kong. Journal of Air Transport Management 73:46–57.
Lee C K M, K K H Ng, Kwong C K, Tay S T (2018b). A system dynamics model for evaluating foodwaste management in Hong Kong, China. Journal of Material Cycles and Waste Management.Doi:10.1007/s10163-018-0804-8.
Lee C K M, Ng K K H, Kwong C K, Tay S T (2019). A system dynamics model for evaluating foodwaste management in Hong Kong, China. Journal of Material Cycles and Waste Management 21(3):433–456.
Lee C K M, Huo Y Z, Zhang S Z, Ng K KH (2020). Design of a smart manufacturing system with the application of multi-access edge computing and blockchain technology. IEEE Access. Doi:10.1109/ACCESS.2020.2972284.
Legislative Council (2012). Lcq1: Waiting time for public hospital services. http://www.info.gov.hk/gia/general/201202/08/P201202080335.htm.
Legislative Council (2015). Lcq15: Nursing manpower in public hospitals. http://www.info.gov.hk/gia/general/201510/28/P201510280704htm.
Leung G M, Wong I OL, Chan W S, Choi S, Lo S V (2005). The ecology of health care in Hong Kong. Social Science & Medicine 61(3):577–590.
Julien Mercille (2019). The public-private mix in primary care development: The case of Ireland. International Journal of Health Services 49(3):412–430.
Ng K K H, Lee C K M, Chan F T S, Qin Y C (2017). Robust aircraft sequencing and scheduling problem with arrival/departure delay using the min-max regret approach. Transportation Research Part E: Logistics and Transportation Review 106:115–136.
Ng KKH, Lee CKM, Felix T S Chan, Yaqiong Lv (2018). Review on meta-heuristics approaches for airside operation research. Applied Soft Computing 66:104–133.
Ng K K H, Lee C K M, Chan F T S, Chen C H, Qin Y C (2020). A two-stage robust optimisation for terminal traffic flow problem. Applied Soft Computing 89:106048.
Nikolaou I, Evangelinos K, Filho W L (2015). A system dynamic approach for exploring the effects of climate change risks on firms' economic performance. Journal of Cleaner Production 103:499–506.
Qudrat-Ullah H, Seong B S (2010). How to do structural validity of a system dynamics type simulation model: The case of an energy policy model. Energy Policy 38(5):2216–2224.
Rashwan W, Abo-Hamad W, Arisha A (2015). A system dynamics viewof the acute bed blockage problem in the Irish healthcare system. European Journal of Operational Research 247(1):276–293.
Ritchie-Dunham J L, Galván J F M (1999). Evaluating epidemic intervention policies with systems thinking: A case study of dengue fever in Mexico. System Dynamics Review 15(2):119.
Royston G, Dost A, Townshend J, Turner H (1999). Using system dynamics to help develop and implement policies and programmes in health care in England. System Dynamics Review 15(3): 293.
Sabounchi N S, Hovmand P S, Osgood N D, Dyck R F, Jungheim E S (2014). A novel system dynamics model of female obesity and fertility. American Journal of Public Health 104(7):1240–1246.
Sahin O, Siems R S, Stewart R A, Porter M G (2016). Paradigm shift to enhanced water supply planning through augmented grids, scarcity pricing and adaptive factory water: A system dynamics approach. Environmental Modelling & Software 75:348–361.
Amir S, Savage E (2014). Private and public patients in public hospitals in Australia. Health Policy 115(2):189–195.
Schaffernicht M, Groesser S N (2011). A comprehensive method for comparing mental models of dynamic sys LEE et al.: System Dynamic Modelling of Patient Flow and Transferral Problem in a Mixed Public-Private Healthcare System 19 tems. European Journal of Operational Research 210(1):57–67.
Senge P M, Forrester J W (1980). Tests for building confidence in system dynamics models. System Dynamics, TIMS Studies in Management Sciences 14:209–228.
Smits M (2010). Impact of policy and process design on the performance of intake and treatment processes in mental health care: A system dynamics case study. Journal of the Operational Research Society 61(10):1437–1445.
Swanson J D (2002). Business dynamics - Systems thinking and modeling for a complex world. Journal of the Operational Research Society 53(4):472–473.
Tsui Y M, Fong B Y F (2018). Waiting time in public hospitals: case study of total joint replacement in HongKong. Public Administration and Policy.
Ackere A Van, Smith P C (1999). Towards a macro model of national health servicewaiting lists. System Dynamics Review 15(3):225.
Olmen J Van, Criel B, Bhojani U, Marchal B, Van Belle S, Chenge MF, Hoerée T, Pirard Ma, Van Damme W, Kegels G (2012). The health system dynamics framework: The introduction of an analytical model for health system analysis and its application to two case-studies. Health, Culture and Society 2(1):1–21.
Wickramasinghe N, Chalasani S, Boppana R V, Madni A M (2007). Healthcare system of systems. 2007). In IEEE International Conference on System of Systems Engineering: 1–6. IEEE.
Wolstenholme E (1999). A patient flow perspective of UK health services: exploring the case for new “intermediate care” initiatives. System Dynamics Review 15(3):253.
Wolstenholme E, Monk D, McKelvie D, Arnold S (2007). Coping but not coping in health and social care: Masking the reality of running organisations beyond safe design capacity. System Dynamics Review 23(4):371–389.
Xie T, Liu WB, Anderson B D, Liu XR, Gray G C (2017). A system dynamics approach to understanding the one health concept. PloS One 12(9):e0184430.
Zebda A (2002). Using cost-benefit analysis for evaluating decision models in operational research. Journal of American Academy of Business 2(1):106–114.
Acknowledgments
The authors would like to express their gratitude and appreciation to the anonymous reviewers and the editors for providing valuable comments for the continuing improvement of this article. The research was supported by the Hong Kong Polytechnic University, Hong Kong and Nanyang Technological University, Singapore. The authors would like to thank the Hong Kong Hospital Authority and the Hong Kong Census and Statistics Department for providing the relevant data in supporting the research. Our gratitude is also extended to the Research Committee and the Department of Industrial and Systems Engineering of the Hong Kong Polytechnic University for supporting this project (G-UA7X).
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C.K.M. LEE is currently an associate professor in the Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong. She obtained her PhD and B. Eng. degree from The Hong Kong Polytechnic University. She was awarded Silver Award of 47th International Exhibition of Inventions of Geneva, Bronze Award of 16th China National Invention Exhibition Award in 2006 and Outstanding Professional Service and Innovation Award, The Hong Kong Polytechnic University in 2006. Dr. Lee has authored or co-authored more than 100 journal papers including IEEE Transactions on Industrial Informatics, International Journal of Production Economics, and Decision Support System. Her current research areas include logistics information management, Industry 4.0, Internet of things and data mining techniques.
W.C. TAI. is currently a project associate in Departmentof Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China. She received the B.Sc. Degree and M.Sc. in the same institute. Her research interests include system modelling, human centred design, data-driven engineering design and open innovation. Industry 4.0, Internet of things and data mining techniques.
Kam K.H. NG is currently a research fellow in School of Mechanical andAerospace Engineering,Nanyang Technological University, Singapore. He received the B.Sc. Degree and Ph.D. Degree in Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong SAR, China. His research interests are transportation engineering, intelligent transportation system, operations research, robust optimisation, optimisation methods and artificial intelligence.
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Lee, C., Tai, W. & Ng, K.K. System Dynamic Modelling of Patient Flow and Transferral Problem in a Mixed Public-Private Healthcare System: A Case Study of Hong Kong SAR. J. Syst. Sci. Syst. Eng. 29, 590–608 (2020). https://doi.org/10.1007/s11518-019-5454-4
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DOI: https://doi.org/10.1007/s11518-019-5454-4