References

  • Alexander, M. J., M. V. Kiang, and M. Barbieri. 2018. Trends in Black and White Opioid Mortality in the United States, 1979–2015. Epidemiology 295: 707–715. 10.1097/ede.0000000000000858.
  • Altekruse, S. F., C. M. Cosgrove, W. C. Altekruse, R. A. Jenkins, and C. Blanco. 2020. Socioeconomic Risk Factors for Fatal Opioid Overdoses in the United States: Findings from the Mortality Disparities in American Communities Study (MDAC). Edited by Becky L. Genberg. PLOS ONE 151: e0227966. 10.1371/journal.pone.0227966.
  • Anastassopoulou, C., L. Russo, A. Tsakris, and C. Siettos. 2020. Data-Based Analysis, Modelling and Forecasting of the COVID-19 Outbreak. Edited by Sreekumar Othumpangat. PLOS ONE 153: e0230405. 10.1371/journal.pone.0230405.
  • Beale, L., J. J. Abellan, S. Hodgson, and L. Jarup. 2008. Methodologic Issues and Approaches to Spatial Epidemiology. Environmental Health Perspectives 1168: 1105–1110. 10.1289/ehp.10816.
  • Box, G. E. P., G. M. Jenkins, and G. C. Reinsel. 2011. Time Series Analysis: Forecasting and Control. New York: John Wiley & Sons.
  • Bozdogan, H. 1987. Model Selection and Akaike’s Information Criterion (AIC): The General Theory and Its Analytical Extensions. Psychometrika 523: 345–370. 10.1007/BF02294361.
  • Butler, D. 2009. Swine Flu Goes Global. Nature 4587242: 1082–1083. 10.1038/4581082a.
  • Campbell, C. I., C. Weisner, L. LeResche, G. Thomas Ray, K. Saunders, M. D. Sullivan, and C. J. Banta-Green, et al. 2010. Age and Gender Trends in Long-Term Opioid Analgesic Use for Noncancer Pain. American Journal of Public Health 100(12): 2541–2547. 10.2105/AJPH.2009.180646.
  • Center for Disease Control [CDC]. 2014. Enhanced Ebola Screening to Start at Five U.S. Airports and New Tracking Program for All People Entering United States from Ebola-Affected Countries Washington, D.C. https://www.cdc.gov/media/releases/2014/p1008-ebola-screening.html
  • Center for Disease Control [CDC]. 2020. CDC COVID Data Tracker. Washington, D.C. https://covid.cdc.gov/covid-data-tracker/
  • Center, P. R. 2020. Most Approve of National Response to COVID-19 in 14 Advanced Economies. Pew Research Center 23.
  • Ceylan, Z. 2020. Estimation of COVID-19 Prevalence in Italy, Spain, and France. Science of the Total Environment 138817April: 138817. 10.1016/j.scitotenv.2020.138817.
  • Chakraborty, T., and I. Ghosh. 2020. Real-Time Forecasts and Risk Assessment of Novel Coronavirus (COVID-19) Cases: A Data-Driven Analysis. Chaos, Solitons, and Fractals 109850 135: 109850. 10.1016/j.chaos.2020.109850.
  • Chakravarthy, B., S. Shah, and S. Lotfipour. 2011. Prescription Drug Monitoring Programs and Other Interventions to Combat Prescription Opioid Abuse. Western Journal of Emergency Medicine 135: 422–425. 10.5811/westjem.2012.7.12936.
  • Choo, E. K., C. Douriez, and T. Green. 2014. Gender and Prescription Opioid Misuse in the Emergency Department. Edited by Mark Mycyk. Academic Emergency Medicine 2112: 1493–1498. 10.1111/acem.12547.
  • Coker, R. 2009. Swine Flu. BMJ 3383: b1791–91. 10.1136/bmj.b1791.
  • Ding, M., Y. Chen, and S. L. Bressler. 2006. 17 Granger Causality: Basic Theory and Application to Neuroscience. In Handbook of Time Series Analysis: Recent Theoretical Developments and Applications, 437. Wiley Online Library.
  • Djulbegovic, B., D. J. Weiss, and I. Hozo. 2020. Evaluation of the U.S. Governors’ Decision When to Issue Stay‐At‐Home Orders. Journal of Evaluation in Clinical Practice 265: 1347–1351. 10.1111/jep.13458.
  • Fineberg, H. V. 2014. Pandemic Preparedness and Response — Lessons from the H1N1 Influenza of 2009. New England Journal of Medicine 370(14): 1335–1342. 10.1056/nejmra1208802.
  • Fotheringham, A. S., W. Yang, and W. Kang. 2017. Multiscale Geographically Weighted Regression (MGWR). Annals of the American Association of Geographers 1076: 1247–1265. 10.1080/24694452.2017.1352480.
  • Gehlke, C. E., and K. Biehl. 1934. Certain Effects of Grouping upon the Size of the Correlation Coefficient in Census Tract Material. Journal of the American Statistical Association 29185: 169. 10.2307/2277827.
  • Gibbs, W. W., and C. Soares. 2005. Preparing for a Pandemic. Scientific American 2935: 44–54. 10.1038/scientificamerican1105-44.
  • Gostin, L. O., J. G. Hodge, and S. Burris. 2014. Is the United States Prepared for Ebola? JAMA 31223: 2497. 10.1001/jama.2014.15041.
  • Gostin, L. O., J. G. Hodge, and L. F. Wiley. 2020. Presidential Powers and Response to COVID-19. JAMA 32316: 1547–1548. 10.1001/jama.2020.4335.
  • Graziani, M., and R. Nisticò. 2016. Gender Difference in Prescription Opioid Abuse: A Focus on Oxycodone and Hydrocodone. Pharmacological Research 108: 31–38. 10.1016/j.phrs.2016.04.012. June.
  • Haffajee, R. L., and M. M. Mello. 2020. Thinking Globally, Acting Locally—The U.S. Response to Covid-19. New England Journal of Medicine 382: 22. 10.1056/nejmp2006740.
  • Hale, T., N. Angrist, R. Goldszmidt, B. Kira, A. Petherick, T. Phillips, and S. Webster. others. 2021. A Global Panel Database of Pandemic Policies (Oxford COVID-19 Government Response Tracker). Nature Human Behaviour 1–10. 10.1038/s41562-021-01079-8. March.
  • Hanage, W. P., C. Testa, J. T. Chen, L. Davis, E. Pechter, M. Santillana, and N. Krieger. 2020. COVID-19: U.S. Federal Accountability for Entry, Spread, and Inequities. Harvard Center for Population and Development Studies 20(2). [https://cdn1.sph.harvard.edu/wp-content/uploads/sites/1266/2020/10/20_covid-19_federal-response_FINAL_for-HCPDS_1001_HCPDS-working-paper_volume-20_number-2_FINAL.pdf.
  • Hanson, K., M. K. Ranson, V. Oliveira-Cruz, and A. Mills. 2003. Expanding Access to Priority Health Interventions: A Framework for Understanding the Constraints to Scaling-up. Journal of International Development 151: 1–14. 10.1002/jid.963.
  • Holguín-Veras, J., N. Pérez, S. Ukkusuri, T. Wachtendorf, and B. Brown. 2007. Emergency Logistics Issues Affecting the Response to Katrina. Transportation Research Record: Journal of the Transportation Research Board 20221: 76–82. 10.3141/2022-09.
  • Jacobson, P. D., D. Chrysler, and J. Bresler. 2020. Executive Decision Making for COVID-19: Public Health Science through a Political Lens. Assessing Legal Responses to COVID-19, August, 7.
  • Kane, M. J., N. Price, M. Scotch, and P. Rabinowitz. 2014. Comparison of ARIMA and Random Forest Time Series Models for Prediction of Avian Influenza H5N1 Outbreaks. BMC Bioinformatics 15: 1. 10.1186/1471-2105-15-276.
  • Kang, D., H. Choi, J.-H. Kim, and J. Choi. 2020. Spatial Epidemic Dynamics of the COVID-19 Outbreak in China. International Journal of Infectious Diseases, 94: 96–102. 10.1016/j.ijid.2020.03.076.
  • Kedron, P., A. E. Frazier, A. B. Trgovac, T. Nelson, and A. S. Fotheringham. 2019. Reproducibility and Replicability in Geographical Analysis. Geographical Analysis 531: 135–147. 10.1111/gean.12221.
  • Kettl, D. F. 2006. Is the Worst yet to Come? The ANNALS of the American Academy of Political and Social Science 6041: 273–287. 10.1177/0002716205285981.
  • Keyes, K. M., M. Cerdá, J. E. Brady, J. R. Havens, and S. Galea. 2014. Understanding the Rural–Urban Differences in Nonmedical Prescription Opioid Use and Abuse in the United States. American Journal of Public Health 1042: e52–59. 10.2105/ajph.2013.301709.
  • Krumkamp, R., H.-P. Duerr, R. Reintjes, A. Ahmad, A. Kassen, and M. Eichner. 2009. Impact of Public Health Interventions in Controlling the Spread of SARS: Modelling of Intervention Scenarios. International Journal of Hygiene and Environmental Health 2121: 67–75. 10.1016/j.ijheh.2008.01.004.
  • Lagu, T., A. W. Artenstein, and R. M. Werner. 2020. Fool Me Twice: The Role for Hospitals and Health Systems in Fixing the Broken PPE Supply Chain. Journal of Hospital Medicine 159: 570–571. 10.12788/jhm.3489.
  • Leatherby, L., and R. Harris. 2020. States that Imposed Few Restrictions Now Have the Worst Outbreaks. The New York Times, November 18.
  • Leitner, H., E. Sheppard, and K. M. Sziarto. 2008. The Spatialities of Contentious Politics. Transactions of the Institute of British Geographers 332: 157–172. 10.1111/j.1475-5661.2008.00293.x.
  • Leung, G. M., and A. Nicoll. 2010. Reflections on Pandemic (H1N1) 2009 and the International Response. PLoS Medicine 710: e1000346. 10.1371/journal.pmed.1000346.
  • Li, H., H. Li, Z. Ding, Z. Hu, F. Chen, K. Wang, Z. Peng, and H. Shen. 2020. Spatial Statistical Analysis of Coronavirus Disease 2019 (Covid-19) in China. Geospatial Health 15: 1. 10.4081/gh.2020.867.
  • Li, Z., and A. S. Fotheringham. 2020. Computational Improvements to Multi-Scale Geographically Weighted Regression. International Journal of Geographical Information Science 347: 1378–1397. 10.1080/13658816.2020.1720692.
  • Liaw, A., and M. Wiener, et al. 2002. Classification and Regression by RandomForest. R News 23: 18–22.
  • Maffioli, E. M. 2020. How Is the World Responding to the Novel Coronavirus Disease (COVID-19) Compared with the 2014 West African Ebola Epidemic? the Importance of China as a Player in the Global Economy. The American Journal of Tropical Medicine and Hygiene 1025: 924–925. 10.4269/ajtmh.20-0135.
  • Mallinson, D. J. 2020. Cooperation and Conflict in State and Local Innovation during COVID-19. The American Review of Public Administration 50(6–7): 543–550. 10.1177/0275074020941699.
  • Mollalo, A., B. Vahedi, and K. M. Rivera. 2020. GIS-Based Spatial Modeling of COVID-19 Incidence Rate in the Continental United States. Science of the Total Environment 728138884: 138884. 10.1016/j.scitotenv.2020.138884.
  • Moran, P. A. P. 1947. Random Associations on a Lattice. Mathematical Proceedings of the Cambridge Philosophical Society 433: 321–328. 10.1017/s0305004100023550.
  • Moran, P. A. P. 1948. The Interpretation of Statistical Maps. Journal of the Royal Statistical Society: Series B (Methodological) 10(2): 243–251. 10.1111/j.2517-6161.1948.tb00012.x.
  • National Academies of Sciences, Engineering, and Medicine. 2019. Reproducibility and Replicability in Science. Washington, D.C.: The National Academies Press. 10.17226/25303.
  • Nelson, L. S., D. N. Juurlink, and J. Perrone. 2015. Addressing the Opioid Epidemic. JAMA 31414: 1453. 10.1001/jama.2015.12397.
  • Openshaw, S. 1984. The Modifiable Areal Unit Problem. Geo Abstracts Norwich, U.K.: University of East Anglia
  • Orenstein, W. A., B. G. Gellin, T. Buck, L. A. Jackson, P. S. LaRussa, J. O. Mason, and M. McCormick, and others. 2013. Strategies to Achieve the Healthy People 2020 Annual Influenza Vaccine Coverage Goal for Health-Care Personnel: Recommendations from the National Vaccine Advisory Committee. Public Health Reports 1281: 7–25. 10.1177/003335491312800103.
  • Park, B. J., A. J. Peck, M. J. Kuehnert, C. Newbern, C. Smelser, J. A. Comer, D. Jernigan, and L. C. McDonald. 2004. Lack of SARS Transmission among Healthcare Workers, United States. Emerging Infectious Diseases 10(2): 217–224. 10.3201/eid1002.030793.
  • Pedregosa, F., G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, and M. Blondel, et al. 2011. Scikit-Learn: Machine Learning in Python. The Journal of Machine Learning Research 12 JMLR. org: 2825–2830.
  • Pikoulis, E., K. Puchner, E. Riza, E. Kakalou, E. Pavlopoulos, C. Tsiamis, V. Tokakis, G. Boustras, A. Terzidis, and V. Karamagioli. 2020. In the Midst of the Perfect Storm: Swift Public Health Actions Needed in order to Increase Societal Safety during the COVID-19 Pandemic. Safety Science 129104810: 104810. 10.1016/j.ssci.2020.104810.
  • Pletcher, M. J., S. G. Kertesz, M. A. Kohn, and R. Gonzales. 2008. Trends in Opioid Prescribing by Race/Ethnicity for Patients Seeking Care in US Emergency Departments. JAMA 299: 1. 10.1001/jama.2007.64.
  • Praharaj, S., D. King, C. Pettit, and E. A. Wentz. 2020. Using Aggregated Mobility Data to Measure the Effect of COVID-19 Policies on Mobility Changes in Sydney, London, Phoenix, and Pune. Findings, 20 October. 10.32866/001c.17590
  • Quinn, S. C. 2006. Hurricane Katrina: A Social and Public Health Disaster. American Journal of Public Health 962: 204–4. 10.2105/ajph.2005.080119.
  • Reibman, J., N. Levy-Carrick, T. Miles, K. Flynn, C. Hughes, M. Crane, and R. G. Lucchini. 2016. Destruction of the World Trade Center Towers. Lessons Learned from an Environmental Health Disaster. Annals of the American Thoracic Society 135: 577–583. 10.1513/AnnalsATS.201509-572PS.
  • Reiner, R. C., R. M. Barber, J. K. Collins, P. Zheng, C. Adolph, J. Albright, and C. M. Antony, et al. 2020. Modeling COVID-19 Scenarios for the United States. Nature Medicine October: 1–12. 10.1038/s41591-020-1132-9.
  • Rigg, K. K., and S. M. Monnat. 2015. Urban Vs. Rural Differences in Prescription Opioid Misuse among Adults in the United States: Informing Region Specific Drug Policies and Interventions. International Journal of Drug Policy 265: 484–491. 10.1016/j.drugpo.2014.10.001.
  • Rosenfield, A., S. S. Morse, and K. Yanda. 2002. September 11: The Response and Role of Public Health. American Journal of Public Health 921: 10–11. 10.2105/ajph.92.1.10.
  • Rothstein, M. A. 2015. From SARS to Ebola: Legal and Ethical Considerations for Modern Quarantine. Indiana Health Law Review 121: 227–280. 10.18060/18963.
  • Schneider, S. K. 2005. Administrative Breakdowns in the Governmental Response to Hurricane Katrina. Public Administration Review 655: 515–516. 10.1111/j.1540-6210.2005.00478.x.
  • Smith, R. D. 2006. Responding to Global Infectious Disease Outbreaks: Lessons from SARS on the Role of Risk Perception, Communication and Management. Social Science & Medicine 6312: 3113–3123. 10.1016/j.socscimed.2006.08.004.
  • Sobel, R. S., and P. T. Leeson. 2006. Government’s Response to Hurricane Katrina: A Public Choice Analysis. Public Choice 1271–2: 55–73. 10.1007/s11127-006-7730-3.
  • Solís, P., J. Vanos, and R. Forbis. 2017. The Decision-making/Accountability Spatial Incongruence Problem for Research Linking Science and Policy. The Geographical Review 1074: 680–704. 10.1111/gere.12240.
  • SteelFisher, G. K., R. J. Blendon, and N. Lasala-Blanco. 2015. Ebola in the United States—Public Reactions and Implications. New England Journal of Medicine 3739: 789–791. 10.1056/nejmp1506290.
  • The White House, 2020. The President’s Coronavirus Guidelines for America. Washington, D.C. 780 https://www.whitehouse.gov/wp-content/uploads/2020/03/03.16.20_coronavirus-guidance_8.5x11_315PM.pdf
  • Thomson, A., G. Vallée-Tourangeau, and L. S. Suggs. 2018. Strategies to Increase Vaccine Acceptance and Uptake: From Behavioral Insights to Context-Specific, Culturally-Appropriate, Evidence-Based Communications and Interventions. Vaccine 3644: 6457–6458. 10.1016/j.vaccine.2018.08.031.
  • Tobler, W. R. 1970. A Computer Movie Simulating Urban Growth in the Detroit Region. Economic Geography 46: June 234. 10.2307/143141.
  • U.S. Department of Health and Human Services. 2020. Determination that a Public Health Emergency Exists. Public Health Emergency. January 31. Washington, D.C. https://www.phe.gov/emergency/news/healthactions/phe/Pages/2019-nCoV.aspx
  • Wang, C., Z. Li, M. Mathews, S. Praharaj, B. Karna, and P. Solís. 2020a. The Spatial Association of Social Vulnerability with COVID-19 Prevalence in the Contiguous United States. International Journal of Environmental Health Research 10.1080/09603123.2020.1847258. 1–8.
  • Wang, C., L. Liu, X. Hao, H. Guo, Q. Wang, J. Huang, and N. He, et al. 2020b. Evolving Epidemiology and Impact of Non-Pharmaceutical Interventions on the Outbreak of Coronavirus Disease 2019 in Wuhan, China. MedRxiv. Cold Spring Harbor, N.Y.: Cold Spring Harbor Laboratory Press.
  • Wang, P., X. Zheng, J. Li, and B. Zhu. 2020c. Prediction of Epidemic Trends in COVID-19 with Logistic Model and Machine Learning Technics. Chaos, Solitons, and Fractals 139:110058. Elsevier. 10.1016/j.chaos.2020.110058.
  • Warren, M. S., and S. W. Skillman. 2020. Mobility Changes in Response to COVID-19. ArXiv Preprint ArXiv:2003.14228.
  • Wils, F. 1996. Scaling Up, Mainstreaming, and Accountability: The Challenge to NGOs. In Beyond the Magic Bullet: NGO Performance and Accountability in the Post-Cold War World, edited by M. Edwards and D. Hulme, 67–79. West Hartford, Conn.: Kumarian Press.
  • Wu, J. T., K. Leung, and G. M. Leung. 2020. Nowcasting and Forecasting the Potential Domestic and International Spread of the 2019—NCoV Outbreak Originating in Wuhan, China: A Modelling Study. The Lancet 395: 10225. 10.1016/s0140-6736(20)30260-9.
  • Yang, Z., Z. Zeng, K. Wang, -S.-S. Wong, W. Liang, M. Zanin, and P. Liu, et al. 2020. Modified SEIR and AI Prediction of the Epidemics Trend of COVID-19 in China under Public Health Interventions. Journal of Thoracic Disease 123: 165–174. 10.21037/jtd.2020.02.64.
  • Yong, E. 2020. We All Live in a Patchwork Pandemic Now. The Atlantic. 20 May. https://www.theatlantic.com/health/archive/2020/05/patchwork-pandemic-states-reopening-inequalities/611866/20May
  • Zhang, S., M. Y. Diao, W. Yu, L. Pei, Z. Lin, and D. Chen. 2020. Estimation of the Reproductive Number of Novel Coronavirus (COVID-19) and the Probable Outbreak Size on the Diamond Princess Cruise Ship: A Data-Driven Analysis. International Journal of Infectious Diseases 93: 201–204. 10.1016/j.ijid.2020.02.033.

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