Optimizing government resource allocation in public sectors: investigating intelligent urban systems for effective crisis management

Acuto, M. (2020). COVID-19: Lessons for an Urban (izing) World. One Earth, 2(4), 317–319. Alizadeh, M., Pishvaee, M. S., Jahani, H., Paydar, M. M., & Makui, A. (2022). Viable healthcare supply chain network design for a pandemic. Annals of Operations Research. https://doi.org/10.1007/s10479-022-04934-7 Allam, Z., & Jones, D. S. (2021). Future (post-COVID) digital, smart and sustainable cities in the wake of 6G: Digital twins, immersive realities and new urban economies. Land Use Policy, 101, 105201. Alshamaila, Y., Papagiannidis, S., Alsawalqah, H., & Aljarah, I. (2023). Effective use of smart cities in crisis cases: A systematic review of the literature. International Journal of Disaster Risk Reduction, 85, 103521. Alshater, M. M., Kampouris, I., Marashdeh, H., Atayah, O. F., & Banna, H. (2022). Early warning system to predict energy prices: The role of artificial intelligence and machine learning. Annals of Operations Research. https://doi.org/10.1007/s10479-022-04908-9 Bhattacharya, S., Maddikunta, P. K. R., Pham, Q.-V., Gadekallu, T. R., Chowdhary, C. L., Alazab, M., & Piran, M. J. (2021). Deep learning and medical image processing for coronavirus (COVID-19) pandemic: A survey. Sustainable Cities and Society, 65, 102589. Brodeur, A., Gray, D., Islam, A., & Bhuiyan, S. (2021). A literature review of the economics of COVID-19. Journal of Economic Surveys, 35(4), 1007–1044. Bryce, C., Ring, P., Ashby, S., & Wardman, J. (2020). Resilience in the face of uncertainty: Early lessons from the COVID-19 pandemic. Journal of Risk Research, 23(7–8), 880–887. Chamola, V., Hassija, V., Gupta, V., & Guizani, M. (2020). A comprehensive review of the COVID-19 pandemic and the role of IoT, drones, AI, blockchain, and 5G in managing its impact. IEEE Access, 8, 90225–90265. Chen, J., Guo, X., Pan, H., & Zhong, S. (2021). What determines city’s resilience against epidemic outbreak: Evidence from China’s COVID-19 experience. Sustainable Cities and Society, 70, 102892. Chudik, A., Mohaddes, K., & Raissi, M. (2021). Covid-19 fiscal support and its effectiveness. Economics Letters, 205, 109939. Craney, T. A., & Surles, J. G. (2002). Model-dependent variance inflation factor cutoff values. Quality Engineering, 14(3), 391–403. Dickens, B. L., Koo, J. R., Wilder-Smith, A., & Cook, A. R. (2020). Institutional, not home-based, isolation could contain the COVID-19 outbreak. The Lancet, 395(10236), 1541–1542. Duggal, R. (2020). Mumbai’s struggles with public health crises. Kerala’s COVID-19 Strategy, 55(21), 17. Duro, J. A., Perez-Laborda, A., Turrion-Prats, J., & Fernández-Fernández, M. (2021). Covid-19 and tourism vulnerability. Tourism Management Perspectives, 38, 100819. Earl, C., & Vietnam, R. (2020). Living with Authoritarianism: Ho Chi Minh City during COVID‐19 Lockdown. City & Society (Washington, DC). Fan, D., Li, Y., Liu, W., Yue, X. G., & Boustras, G. (2021). Weaving public health and safety nets to respond the COVID-19 pandemic. Safety Science, 134, 105058. Farrell, T. W., Ferrante, L. E., Brown, T., Francis, L., Widera, E., Rhodes, R., & Thothala, N. (2020). AGS position statement: resource allocation strategies and age-related considerations in the COVID-19 era and beyond. Journal of the American Geriatrics Society, 68(6), 1136–1142. Fong, M. W., Gao, H., Wong, J. Y., Xiao, J., Shiu, E. Y., Ryu, S., & Cowling, B. J. (2020). Nonpharmaceutical measures for pandemic influenza in nonhealthcare settings—social distancing measures. Emerging Infectious Diseases, 26(5), 976. Forman, C., Goldfarb, A., & Greenstein, S. (2005). Geographic location and the diffusion of internet technology. Electronic Commerce Research and Applications, 4(1), 1–13. Goswami, M., Daultani, Y., Paul, S. K., & Pratap, S. (2022). A framework for the estimation of treatment costs of cardiovascular conditions in the presence of disease transition. Annals of Operations Research. https://doi.org/10.1007/s10479-022-04914-x Han, C., Zhang, R., Liu, X., Wang, X., & Liu, X. (2023). The virus made me lose control: The impact of COVID-related work changes on employees’ mental health, aggression, and interpersonal conflict. Frontiers in Public Health, 11, 1119389. He, H., & Harris, L. (2020). The impact of Covid-19 pandemic on corporate social responsibility and marketing philosophy. Journal of Business Research, 116, 176–182. Hu, M., Roberts, J. D., Azevedo, G. P., & Milner, D. (2021). The role of built and social environmental factors in Covid-19 transmission: A look at America’s capital city. Sustainable Cities and Society, 65, 102580. Ismagilova, E., Hughes, L., Dwivedi, Y. K., & Raman, K. R. (2019). Smart cities: Advances in research-An information systems perspective. International Journal of Information Management, 47, 88–100. https://doi.org/10.1016/j.ijinfomgt.2019.01.004 Ivanoska-Dacikj, A., & Stachewicz, U. (2020). Smart textiles and wearable technologies–opportunities offered in the fight against pandemics in relation to current COVID-19 state. Reviews on Advanced Materials Science, 59(1), 487–505. Jaiswal, R., Agarwal, A., & Negi, R. (2020). Smart solution for reducing the COVID-19 risk using smart city technology. IET Smart Cities, 2(2), 82–88. Khan, J., Ishizaka, A., & Mangla, S. K. (2022). Assessing risk of supply chain disruption due to COVID-19 with fuzzy VIKORSort. Annals of Operations Research. https://doi.org/10.1007/s10479-022-04940-9 Khansari, N., Mostashari, A., & Mansouri, M. (2014). Impacting sustainable behavior and planning in smart city. International Journal of Sustainable Land Use and Urban Planning, 1(2), 46–61. Kraemer, M. U., Yang, C.-H., Gutierrez, B., Wu, C.-H., Klein, B., Pigott, D. M., & Li, R. (2020). The effect of human mobility and control measures on the COVID-19 epidemic in China. Science, 368(6490), 493–497. Kumar, A., Luthra, S., Mangla, S. K., & Kazançoğlu, Y. (2020). COVID-19 impact on sustainable production and operations management. Sustainable Operations and Computers, 1, 1–7. Kunzmann, K. R. (2020). Smart cities after COVID-19: Ten narratives. disP-the Planning Review, 56(2), 20–31. Lau, H., Khosrawipour, V., Kocbach, P., Mikolajczyk, A., Schubert, J., Bania, J., & Khosrawipour, T. (2020). The positive impact of lockdown in Wuhan on containing the COVID-19 outbreak in China. Journal of Travel Medicine., 27(3), taaa037. Li, H., Meng, L., Wang, Q., & Zhou, L.-A. (2008). Political connections, financing and firm performance: Evidence from Chinese private firms. Journal of Development Economics, 87(2), 283–299. Li, Y., Wang, X., Gong, T., & Wang, H. (2022). Breaking out of the pandemic: How can firms match internal competence with external resources to shape operational resilience? Journal of Operations Management., 69(3), 384–403. Liu, W., Xu, Y., Fan, D., Li, Y., Shao, X.-F., & Zheng, J. (2021a). Alleviating corporate environmental pollution threats toward public health and safety: The role of smart city and artificial intelligence. Safety Science, 143, 105433. Liu, W., Yue, X. G., & Tchounwou, P. B. (2020). Response to the COVID-19 epidemic: The Chinese experience and implications for other countries. International Journal of Environmental Research and Public Health, 17(7), 2304. Liu, Z. J., Panfilova, E., Mikhaylov, A., & Kurilova, A. (2021b). Assessing stability in the relationship between parties in crowdfunding and crowdsourcing projects during the COVID-19 crisis. Journal of Global Information Management (JGIM), 30(4), 1–18. Lopes, J. M., Morales, C. C., Alvarado, M., Melo, V. A. Z. C., Paiva, L. B., Dias, E. M., & Pardalos, P. M. (2022). Optimization methods for large-scale vaccine supply chains: A rapid review. Annals of Operations Research, 316(1), 699–721. https://doi.org/10.1007/s10479-022-04720-5 Marquis, C., & Qian, C. L. (2014). Corporate social responsibility reporting in China: Symbol or substance? Organization Science, 25(1), 127–148. Midilli, A., Dincer, I., & Ay, M. (2006). Green energy strategies for sustainable development. Energy Policy, 34(18), 3623–3633. Mitton, C., & Donaldson, C. (2003). Resource allocation in health care: Health economics and beyond. Health Care Analysis, 11(3), 245–257. Neirotti, P., De Marco, A., Cagliano, A. C., Mangano, G., & Scorrano, F. (2014). Current trends in Smart City initiatives: SOME stylised facts. Cities, 38, 25–36. Prabhu, J., Kumar, P., Manivannan, S., Rajendran, S., Kumar, K., Susi, S., & Jothikumar, R. (2020). IoT role in prevention of COVID-19 and health care workforces behavioural intention in India-an empirical examination. International Journal of Pervasive Computing and Communications., 16, 331. Shammi, M., Bodrud-Doza, M., Islam, A. R. M. T., & Rahman, M. M. (2020). COVID-19 pandemic, socioeconomic crisis and human stress in resource-limited settings: A case from Bangladesh. Heliyon, 6(5), e04063. Sharifi, A., & Alizadeh, H. (2023). Societal smart city: Definition and principles for post-pandemic urban policy and practice. Cities, 134, 104207. Sharifi, A., & Khavarian-Garmsir, A. R. (2020). The COVID-19 pandemic: Impacts on cities and major lessons for urban planning, design, and management. Science of the Total Environment, 749, 142391. Sharifi, A., Khavarian-Garmsir, A. R., & Kummitha, R. K. R. (2021). Contributions of smart city solutions and technologies to resilience against the COVID-19 pandemic: A literature review. Sustainability, 13(14), 8018. Shen, L., Huang, Z., Wong, S. W., Liao, S., & Lou, Y. (2018). A holistic evaluation of smart city performance in the context of China. Journal of Cleaner Production, 200, 667–679. Shuja, J., Alanazi, E., Alasmary, W., & Alashaikh, A. (2021). COVID-19 open source data sets: A comprehensive survey. Applied Intelligence, 51(3), 1296–1325. Siriwardhana, Y., De Alwis, C., Gür, G., Ylianttila, M., & Liyanage, M. (2020). The fight against the COVID-19 pandemic with 5G technologies. IEEE Engineering Management Review, 48(3), 72–84. Stier, A. J., Berman, M. G., & Bettencourt, L. (2020). COVID-19 attack rate increases with city size. arXiv preprint arXiv:2003.10376. Sun, J., & Zhang, Z. (2020). A post-disaster resource allocation framework for improving resilience of interdependent infrastructure networks. Transportation Research Part d: Transport and Environment, 85, 102455. Tolbert, C. J., & Mossberger, K. (2006). The effects of e-government on trust and confidence in government. Public Administration Review, 66(3), 354–369. Vieira, D. I., & Alvaro, A. (2018). A centralized platform of open government data as support to applications in the smart cities context. International Journal of Web Information Systems, 14(1), 2–28. Whitelaw, S., Mamas, M. A., Topol, E., & Van Spall, H. G. (2020). Applications of digital technology in COVID-19 pandemic planning and response. The Lancet Digital Health., 2(8), e435. Worby, C. J., & Chang, H.-H. (2020). Face mask use in the general population and optimal resource allocation during the COVID-19 pandemic. Nature Communications, 11(1), 1–9. Xia, H., Wang, Y., Zhang, J. Z., Zheng, L. J., Kamal, M. M., & Arya, V. (2023). COVID-19 fake news detection: A hybrid CNN-BiLSTM-AM model. Technological Forecasting and Social Change, 195, 122746. Yan, Z., Sun, Z., Shi, R., & Zhao, M. (2023). Smart city and green development: Empirical evidence from the perspective of green technological innovation. Technological Forecasting and Social Change, 191, 122507. Yang, S., & Chong, Z. (2021). Smart city projects against COVID-19: Quantitative evidence from China. Sustainable Cities and Society, 70, 102897. Yao, H., Liu, W., Wu, C.-H., & Yuan, Y.-H. (2021). The imprinting effect of SARS experience on the fear of COVID-19: The role of AI and big data. Socio-Economic Planning Sciences, 80, 101086. Yao, T., Huang, Z., & Zhao, W. (2020). Are smart cities more ecologically efficient? Evidence from China. Sustainable Cities and Society, 60, 102008. Yuan, L., Xi, C., & Xiaoyi, W. (2012). Evaluating the readiness of government portal websites in China to adopt contemporary public administration principles. Government Information Quarterly, 29(3), 403–412. Zhou, J., Hu, L., Yu, Y., Zhang, J. Z., & Zheng, L. J. (2022). Impacts of IT capability and supply chain collaboration on supply chain resilience: empirical evidence from China in COVID-19 pandemic. Journal of Enterprise Information Management. ahead-of-print. Zhou, Q., Zhu, M., Qiao, Y., Zhang, X., & Chen, J. (2021). Achieving resilience through smart cities? Evidence from China. Habitat International, 111, 102348.