COVID-19: Evidenced Health Disparity: Comparison
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Please note this is a comparison between Version 2 by Dean Liu and Version 1 by Ayodeji Iyanda.

Health disparity is an unacceptable, unjust, or inequitable difference in health outcomes among different groups of people that affects access to optimal health care, as well as deterring it. Health disparity adversely affects disadvantaged subpopulations due to a higher incidence and prevalence of a particular disease or ill health. Existing health disparity determines whether a disease outbreak such as coronavirus disease 2019, caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), will significantly impact a group or a region. Hence, health disparity assessment has become one of the focuses of many agencies, public health practitioners, and other social scientists. Successful elimination of health disparity at all levels requires pragmatic approaches through an intersectionality framework and robust data science.

  • health disparity
  • intersectionality
  • data science
  • machine learning
  • public health
  • GIS
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References

  1. Iyanda, A.E.; Adeleke, R.; Lu, Y.; Osayomi, T.; Adaralegbe, A.; Lasode, M.; Chima-Adaralegbe, N.J.; Osundina, A.M. A retrospective cross-national examination of COVID-19 outbreak in 175 countries: A multiscale geographically weighted regression analysis (January 11–June 28, 2020). J. Infect. Public Health 2020, 13, 1438–1445.
  2. John Hopkins Coronavirus Research Center. Available online: https://coronavirus.jhu.edu/map.html (accessed on 23 June 2021).
  3. Kandi, V.; Thungaturthi, S.; Vadakedath, S.; Gundu, R.; Mohapatra, R.K. Mortality Rates of Coronavirus Disease 2019 (COVID-19) Caused by the Novel Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2). Cureus 2021, 13, e14081.
  4. Onder, G.; Rezza, G.; Brusaferro, S. Case-Fatality Rate and Characteristics of Patients Dying in Relation to COVID-19 in Italy. JAMA 2020, 323, 1775–1776.
  5. Chaudhry, R.; Dranitsaris, G.; Mubashir, T.; Bartoszko, J.; Riazi, S. A country level analysis measuring the impact of government actions, country preparedness and socioeconomic factors on COVID-19 mortality and related health outcomes. EClinicalMedicine 2020, 25, 100464.
  6. Christie, A. Decreases in COVID-19 Cases, Emergency Department Visits, Hospital Admissions, and Deaths Among Older Adults Following the Introduction of COVID-19 Vaccine—United States, September 6, 2020–May 1, 2021. Morb. Mortal. Wkly. Rep. 2021, 70, 858–864. Available online: https://www.cdc.gov/mmwr/volumes/70/wr/mm7023e2.htm (accessed on 16 July 2021).
  7. Moghadas, S.M.; Vilches, T.N.; Zhang, K.; Wells, C.R.; Shoukat, A.; Singer, B.H.; Meyers, L.A.; Neuzil, K.M.; Langley, J.M.; Fitzpatrick, M.C.; et al. The impact of vaccination on COVID-19 outbreaks in the United States. Clin. Infect. Dis. 2021, ciab079.
  8. Reuters. UK Coronavirus Vaccines Have Weakened Link between Infections and Death, Says Scientist. 2021. Available online: https://www.reuters.com/world/uk/uk-coronavirus-vaccines-have-weakened-link-between-infections-death-says-2021-06-27/ (accessed on 16 July 2021).
  9. World Health Organization. Vaccine Efficacy, Effectiveness and Protection. 2021. Available online: https://www.who.int/news-room/feature-stories/detail/vaccine-efficacy-effectiveness-and-protection (accessed on 16 July 2021).
  10. Roser, M.; Ritchie, H.; Ortiz-Ospina, E.; Hasell, J. Coronavirus Pandemic (COVID-19). Available online: https://ourworldindata.org/coronavirus (accessed on 10 August 2020).
  11. Braveman, P.A.; Kumanyika, S.; Fielding, J.; LaVeist, T.; Borrell, L.; Manderscheid, R.; Troutman, A. Health Disparities and Health Equity: The Issue Is Justice. Am. J. Public Health 2011, 101, S149–S155.
  12. Whitehead, M. The concepts and principles of equity and health. Health Promot. Int. 1991, 6, 217–228.
  13. Braveman, P.; Gruskin, S. Defining equity in health. J. Epidemiol. Community Health 2003, 57, 254–258.
  14. National Institute of Minority Health and Health Disparity. National Minority Health and Health Disparities Research Framework. NIMHD. 2021. Available online: https://www.nimhd.nih.gov/about/overview/ (accessed on 16 July 2021).
  15. The National Health Service. Health Inequalities. 2021. Available online: https://www.nhs.uk/ (accessed on 15 July 2021).
  16. Office of Disease Prevention and Health Promotion. Determinants of Health: Healthy People 2020. 2020. Available online: https://www.healthypeople.gov/2020/about/foundation-health-measures/Determinants-of-Health#policymaking (accessed on 28 February 2021).
  17. Center for Disease Control and Prevention. Health Disparities. 2019. Available online: https://www.cdc.gov/aging/disparities/index.htm (accessed on 16 July 2021).
  18. Nelson, A. Unequal treatment: Confronting racial and ethnic disparities in health care. J. Natl. Med. Assoc. 2002, 94, 666–668.
  19. Rubin, I.L.; Geller, R.J.; Martinuzzi, K.; Gitterman, B.A.; Wells, L.; Garfinkel, W.; Coles, C.D.; Merrick, J. Children’s environmental health disparities: The costs and benefits of breaking the cycle. Int. J. Child Health Hum. Dev. 2016, 9, 419–430.
  20. Carter-Pokras, O.; Baquet, C. What is a “health disparity”? Public Health Rep. 2002, 117, 426–434.
  21. American Medical Association. Reducing Disparities in Health Care. 2019. Available online: https://www.ama-assn.org/delivering-care/patient-support-advocacy/reducing-disparities-health-care (accessed on 16 June 2021).
  22. Dy, A.M.; Jayawarna, D. Bios, mythoi and women entrepreneurs: A Wynterian analysis of the intersectional impacts of the COVID-19 pandemic on self-employed women and women-owned businesses. Int. Small Bus. J. Res. Entrep. 2020, 38, 391–403.
  23. Eaves, L.; Al-Hindi, K.F. Intersectional geographies and COVID-19. Dialogues Hum. Geogr. 2020, 10, 132–136.
  24. Sekalala, S.; Perehudoff, K.; Parker, M.; Forman, L.; Rawson, B.; Smith, M. An intersectional human rights approach to prioritising access to COVID-19 vaccines. BMJ Glob. Health 2021, 6, e004462.
  25. Bowleg, L. We’re Not All in This Together: On COVID-19, Intersectionality, and Structural Inequality. Am. J. Public Health 2020, 110, 917.
  26. Crenshaw, K. Demarginalizing the intersection of race and sex: A Black feminist critique of antidiscrimination doctrine, feminist theory, and antiracist politics. In University of Chicago Legal Forum; Routledge: London, UK, 1989.
  27. Mackey, K.; Ayers, C.K.; Kondo, K.K.; Saha, S.; Advani, S.M.; Young, S.; Spencer, H.; Rusek, M.; Anderson, J.; Veazie, S.; et al. Racial and ethnic disparities in COVID-19–related infections, hospitalizations, and deaths: A systematic review. Ann. Intern. Med. 2021, 174, 362–373.
  28. Iyanda, A.E.; Boakye, K.A.; Lu, Y.; Oppong, J.R. Racial/Ethnic Heterogeneity and Rural-Urban Disparity of COVID-19 Case Fatality Ratio in the USA: A Negative Binomial and GIS-Based Analysis. J. Racial Ethn. Health Disparities 2021, 1–14.
  29. Moore, J.T.; Ricaldi, J.N.; Rose, C.E.; Fuld, J.; Parise, M.; Kang, G.J.; Driscoll, A.K.; Norris, T.; Wilson, N.; Rainisch, G.; et al. Disparities in Incidence of COVID-19 Among Underrepresented Racial/Ethnic Groups in Counties Identified as Hotspots During June 5–18, 2020—22 States, February–June 2020. Morb. Mortal Wkly. Rep. 2020, 69, 1122–1126. Available online: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7439982/ (accessed on 14 July 2021).
  30. Elias, A.; Ben, J.; Mansouri, F.; Paradies, Y. Racism and nationalism during and beyond the COVID-19 pandemic. Ethn. Racial Stud. 2021, 44, 783–793.
  31. Patel, J.; Nielsen, F.; Badiani, A.; Assi, S.; Unadkat, V.; Patel, B.; Ravindrane, R.; Wardle, H. Poverty, inequality and COVID-19: The forgotten vulnerable. Public Health 2020, 183, 110–111.
  32. Patel, P.; Hiam, L.; Sowemimo, A.; Devakumar, D.; McKee, M. Ethnicity and COVID-19. BMJ 2020, 369, m2282. Available online: https://www.bmj.com/content/369/bmj.m2282 (accessed on 13 July 2021).
  33. Gravlee, C.C. Systemic racism, chronic health inequities, and COVID-19: A syndemic in the making? Am. J. Hum. Biol. 2020, 32, e23482.
  34. Louis-Jean, J.; Cenat, K.; Njoku, C.V.; Angelo, J.; Sanon, D. Coronavirus (COVID-19) and Racial Disparities: A Perspective Analysis. J. Racial Ethn. Health Disparities 2020, 7, 1039–1045.
  35. Abedi, V.; Olulana, O.; Avula, V.; Chaudhary, D.; Khan, A.; Shahjouei, S.; Li, J.; Zand, R. Racial, Economic, and Health Inequality and COVID-19 Infection in the United States. J. Racial Ethn. Health Disparities 2020, 8, 732–742.
  36. Chaudhuri, K.; Chakrabarti, A.; Lima, J.M.; Chandan, J.S.; Bandyopadhyay, S. The interaction of ethnicity and deprivation on COVID-19 mortality risk: A retrospective ecological study. Sci. Rep. 2021, 11, 11555.
  37. Wilson, S.M.; Bullard, R.; Patterson, J.; Thomas, S.B. Environmental Justice Roundtable on COVID-19. Environ. Justice 2020, 13, 56–64.
  38. Zhanga, R.; Lib, H.; Khannaa, N. The Environmental Injustice of the COVID-19 Pandemic: Evidence from New York State. 2020. Available online: https://www.researchgate.net/publication/343441430_The_Environmental_Injustice_of_the_COVID-19_Pandemic_Evidence_from_New_York_State (accessed on 16 July 2021).
  39. Bashir, M.F.; Jiang, B.; Komal, B.; Bashir, M.A.; Farooq, T.H.; Iqbal, N.; Bashir, M. Correlation between environmental pollution indicators and COVID-19 pandemic: A brief study in Californian context. Environ. Res. 2020, 187, 109652.
  40. Bashir, M.F.; Benghoul, M.; Numan, U.; Shakoor, A.; Komal, B.; Bashir, M.A.; Bashir, M.; Tan, D. Environmental pollution and COVID-19 outbreak: Insights from Germany. Air Qual. Atmos. Health 2020, 13, 1385–1394.
  41. Mollalo, A.; Sadeghian, A.; Israel, G.D.; Rashidi, P.; Sofizadeh, A.; Glass, G.E. Machine learning approaches in GIS-based ecological modeling of the sand fly Phlebotomus papatasi, a vector of zoonotic cutaneous leishmaniasis in Golestan province, Iran. Acta Trop. 2018, 188, 187–194.
  42. Fattorini, D.; Regoli, F. Role of the chronic air pollution levels in the COVID-19 outbreak risk in Italy. Environ. Pollut. 2020, 264, 114732.
  43. Arimiyaw, A.W.; Abass, K.; Morgan, A.K. Minimizing the long-term impact of COVID-19 on environmental pollution in Sub-Saharan Africa. Sustain. Sci. Pract. Policy 2021, 17, 82–85.
  44. Travaglio, M.; Yu, Y.; Popovic, R.; Selley, L.; Leal, N.S.; Martins, L.M. Links between air pollution and COVID-19 in England. Environ. Pollut. 2021, 268, 115859.
  45. Berman, J.D.; Ebisu, K. Changes in U.S. air pollution during the COVID-19 pandemic. Sci. Total Environ. 2020, 739, 139864.
  46. Lippi, G.; Sanchis-Gomar, F.; Henry, B.M. Association between environmental pollution and prevalence of coronavirus disease 2019 (COVID-19) in Italy. MedRxiv 2020, preprint.
  47. Brandt, E.B.; Beck, A.F.; Mersha, T.B. Air pollution, racial disparities, and COVID-19 mortality. J. Allergy Clin. Immunol. 2020, 146, 61–63. Available online: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7204717/ (accessed on 14 July 2021).
  48. Adams, M.D. Air pollution in Ontario, Canada during the COVID-19 State of Emergency. Sci. Total Environ. 2020, 742, 140516.
  49. Chen, K.; Wang, M.; Huang, C.; Kinney, P.L.; Anastas, P.T. Air pollution reduction and mortality benefit during the COVID-19 outbreak in China. Lancet Planet. Health 2020, 4, e210–e212.
  50. Comunian, S.; Dongo, D.; Milani, C.; Palestini, P. Air Pollution and COVID-19: The Role of Particulate Matter in the Spread and Increase of COVID-19’s Morbidity and Mortality. Int. J. Environ. Res. Public Health 2020, 17, 4487.
  51. Copat, C.; Cristaldi, A.; Fiore, M.; Grasso, A.; Zuccarello, P.; Signorelli, S.S.; Conti, G.O.; Ferrante, M. The role of air pollution (PM and NO2) in COVID-19 spread and lethality: A systematic review. Environ. Res. 2020, 191, 110129.
  52. Dey, T.; Dominici, F. COVID-19, Air Pollution, and Racial Inequity: Connecting the Dots. Chem. Res. Toxicol. 2020, 34, 669–671.
  53. Allen, O.; Brown, A.; Wang, E. Socioeconomic Disparities in the Effects of Pollution on Spread of COVID-19: Evidence from US Counties. J. Econ. Behav. Stud. 2021, 12, 33–42.
  54. Chakraborty, J. Convergence of COVID-19 and chronic air pollution risks: Racial/ethnic and socioeconomic inequities in the U.S. Environ. Res. 2021, 193, 110586.
  55. Millett, G.A.; Jones, A.T.; Benkeser, D.; Baral, S.; Mercer, L.; Beyrer, C.; Honermann, B.; Lankiewicz, E.; Mena, L.; Crowley, J.S.; et al. Assessing differential impacts of COVID-19 on black communities. Ann. Epidemiol. 2020, 47, 37–44.
  56. Terrell, K.A.; James, W. Racial Disparities in Air Pollution Burden and COVID-19 Deaths in Louisiana, USA, in the Context of Long-Term Changes in Fine Particulate Pollution. Environ. Justice 2020.
  57. The Atlantic. Racial Data Dashboard. The COVID Tracking Project. Available online: https://covidtracking.com/race/dashboard (accessed on 10 June 2021).
  58. Cheng, K.J.G.; Sun, Y.; Monnat, S.M. COVID-19 Death Rates Are Higher in Rural Counties with Larger Shares of Blacks and Hispanics. J. Rural Health 2020, 36, 602–608.
  59. Godsil, R.D.; Tropp, L.R.; Goff, P.A.; Powell, J.A. Addressing implicit bias, racial anxiety, and stereotype threat in education and health care. Sci. Equal. 2014, 1, 14.
  60. Sonu, S.; Marvin, D.; Moore, C. The Intersection and Dynamics between COVID-19, Health Disparities, and Adverse Childhood Experiences. J. Child Adolesc. Trauma 2021, 1–10.
  61. Reicher, S.; Stott, C. On order and disorder during the COVID-19 pandemic. Br. J. Soc. Psychol. 2020, 59, 694–702.
  62. Corpuz, J.C.G. ‘Pandemic within a pandemic’: A call to end police brutality. J. Public Health 2021.
  63. Njoku, A.; Ahmed, Y.; Bolaji, B. Police brutality against Blacks in the United States and ensuing protests: Implications for social distancing and Black health during COVID-19. J. Hum. Behav. Soc. Environ. 2020, 31, 262–270.
  64. Coyne, C.J.; Yatsyshina, Y. Pandemic Police States. Peace Econ. Peace Sci. Public Policy 2020, 26. Available online: https://www.degruyter.com/document/doi/10.1515/peps-2020-0021/html (accessed on 12 July 2021).
  65. Bailey, J.; Flynn, A.; Henry, N. Pandemics and systemic discrimination: Technology-facilitated violence and abuse in an era of COVID-19 and antiracist protest. In The Emerald International Handbook of Technology Facilitated Violence and Abuse; Emerald Publishing Limited: Bingley, UK, 2021; pp. 787–797.
  66. Gibson, A.N.; Chancellor, R.L.; Cooke, N.A.; Dahlen, S.P.; Patin, B.; Shorish, Y.L. Struggling to breathe: COVID-19, protest and the LIS response. Equal. Divers. Incl. Int. J. 2020, 40, 74–82.
  67. Biana, H.T. The Matter of Class: COVID-19 in the Philippines. Soc. Ethics Soc. J. Appl. Philos. 2020, 6, 17–36.
  68. Naja, F.; Hamadeh, R. Nutrition amid the COVID-19 pandemic: A multi-level framework for action. Eur. J. Clin. Nutr. 2020, 74, 1117–1121.
  69. Gautam, S. The Influence of COVID-19 on Air Quality in India: A Boon or Inutile. Bull. Environ. Contam. Toxicol. 2020, 104, 724–726.
  70. Ming, W.; Zhou, Z.; Ai, H.; Bi, H.; Zhong, Y. COVID-19 and Air Quality: Evidence from China. Emerg. Mark. Financ. Trade 2020, 56, 2422–2442.
  71. Zangari, S.; Hill, D.; Charette, A.T.; Mirowsky, J.E. Air quality changes in New York City during the COVID-19 pandemic. Sci. Total Environ. 2020, 742, 140496.
  72. World Health Organization. Commission on Social Determinants of Health—CSDH; WHO: Geneva, Switzerland, 2008.
  73. Bin Tan, S.; Desouza, P.; Raifman, M. Structural Racism and COVID-19 in the USA: A County-Level Empirical Analysis. J. Racial Ethn. Health Disparities 2021, 1–11.
  74. Egede, L.E.; Walker, R.J. Structural racism, social risk factors, and COVID-19—A dangerous convergence for Black Americans. N. Engl. J. Med. 2020, 383, e77.
  75. Zalla, L.C.; Martin, C.L.; Edwards, J.K.; Gartner, D.R.; Noppert, G.A. A Geography of Risk: Structural Racism and COVID-19 Mortality in the United States. Am. J. Epidemiol. 2021, kwab059.
  76. Yearby, R.; Mohapatra, S. Law, structural racism, and the COVID-19 pandemic. J. Law Biosci. 2020, 7, lsaa036.
  77. Krieger, N. Enough: COVID-19, structural racism, police brutality, plutocracy, climate change—And time for health justice, democratic governance, and an equitable, sustainable future. Am. J. Public Health 2020, 110, 1620–1623.
  78. Rothstein, R. The Color of Law: A Forgotten History of How Our Government Segregated America; Liveright Publishing: New York, NY, USA, 2017.
  79. Nardone, A.; Casey, J.A.; Morello-Frosch, R.; Mujahid, M.; Balmes, J.R.; Thakur, N. Associations between historical residential redlining and current age-adjusted rates of emergency department visits due to asthma across eight cities in California: An ecological study. Lancet Planet. Health 2020, 4, e24–e31.
  80. Nardone, A.L.; Casey, J.A.; Rudolph, K.E.; Karasek, D.; Mujahid, M.; Morello-Frosch, R. Associations between historical redlining and birth outcomes from 2006 through 2015 in California. PLoS ONE 2020, 15, e0237241.
  81. Huggins, J.C. A cartographic perspective on the correlation between redlining and public health in Austin, Texas–1951. Cityscape 2017, 19, 267–280.
  82. Beyer, K.M.; Zhou, Y.; Matthews, K.; Bemanian, A.; Laud, P.W.; Nattinger, A. New spatially continuous indices of redlining and racial bias in mortgage lending: Links to survival after breast cancer diagnosis and implications for health disparities research. Health Place 2016, 40, 34–43.
  83. Krieger, N.; Wright, E.; Chen, J.T.; Waterman, P.D.; Huntley, E.R.; Arcaya, M. Cancer Stage at Diagnosis, Historical Redlining, and Current Neighborhood Characteristics: Breast, Cervical, Lung, and Colorectal Cancers, Massachusetts, 2001–2015. Am. J. Epidemiol. 2020, 189, 1065–1075.
  84. Collin, L.J.; Gaglioti, A.H.; Beyer, K.M.M.; Zhou, Y.; Moore, M.A.; Nash, R.; Switchenko, J.M.; Miller-Kleinhenz, J.M.; Ward, K.C.; McCullough, L.E. Neighborhood-Level Redlining and Lending Bias Are Associated with Breast Cancer Mortality in a Large and Diverse Metropolitan Area. Cancer Epidemiol. Biomark. Prev. 2020, 30, 53–60.
  85. Price-Haywood, E.G.; Burton, J.; Fort, D.; Seoane, L. Hospitalization and Mortality among Black Patients and White Patients with COVID-19. N. Engl. J. Med. 2020, 382, 2534–2543.
  86. Abuelgasim, E.; Saw, L.J.; Shirke, M.; Zeinah, M.; Harky, A. COVID-19: Unique public health issues facing Black, Asian and minority ethnic communities. Curr. Probl. Cardiol. 2020, 45, 100621.
  87. Mamluk, L.; Jones, T. The impact of COVID-19 on black, Asian and minority ethnic communities. Natl. Inst. Health. Res. NHR Rep. 2020, 20, 1–10.
  88. Aldridge, R.W.; Lewer, D.; Katikireddi, S.V.; Mathur, R.; Pathak, N.; Burns, R.; Fragaszy, E.B.; Johnson, A.M.; Devakumar, D.; Abubakar, I.; et al. Black, Asian and Minority Ethnic groups in England are at increased risk of death from COVID-19: Indirect standardisation of NHS mortality data. Wellcome Open Res. 2020, 5, 88.
  89. Phiri, P.; Delanerolle, G.; Al-Sudani, A.; Rathod, S. COVID-19 and Black, Asian, and Minority Ethnic Communities: A Complex Relationship Without Just Cause. JMIR Public Health Surveill. 2021, 7, e22581.
  90. Power, T.; Wilson, D.; Best, O.; Brockie, T.; Bearskin, L.B.; Millender, E.; Lowe, J. COVID-19 and Indigenous Peoples: An imperative for action. J. Clin. Nurs. 2020, 29, 2737–2741.
  91. Ibarra-Nava, I.; Flores-Rodriguez, K.G.; Ruiz-Herrera, V.; Ochoa-Bayona, H.C.; Salinas-Zertuche, A.; Padilla-Orozco, M.; Salazar-Montalvo, R.G. Ethnic disparities in COVID-19 mortality in Mexico: A cross-sectional study based on national data. PLoS ONE 2021, 16, e0239168.
  92. Palamim, C.V.C.; Ortega, M.M.; Marson, F.A.L. COVID-19 in the Indigenous Population of Brazil. J. Racial Ethn. Health Disparities 2020, 7, 1053–1058.
  93. Argoty-Pantoja, A.; Robles-Rivera, K.; Rivera-Paredez, B.; Salmerón, J. COVID-19 fatality in Mexico’s indigenous populations. Public Health 2021, 193, 69–75.
  94. Wurth, E. The health of the “forgotten” of Washington, DC: An analysis of gentrification, concentrated poverty and health. In Donald T. Campbell Social Science Research Prize; Paper 22; Lehigh University: New York, NY, USA, 2004.
  95. Madsen, T.E.; Bourjeily, G.; Hasnain, M.; Jenkins, M.; Morrison, M.F.; Sandberg, K.; Tong, I.L.; Trott, J.; Werbinski, J.L.; McGregor, A. Sex-and gender-based medicine: The need for precise terminology. Gend. Genome 2017, 1, 122–128.
  96. Hughes, M.M. County-Level COVID-19 Vaccination Coverage and Social Vulnerability—United States, December 14, 2020–March 1, 2021. Morb. Mortal Wkly. Rep. 2021, 70, 431–436. Available online: https://www.cdc.gov/mmwr/volumes/70/wr/mm7012e1.htm (accessed on 29 April 2021).
  97. Lebovic, S. Why is America the world’s police? Boston Review. 19 October 2020. Available online: http://bostonreview.net/politics/sam-lebovic-stephen-wertheim-tomorrow-the-world (accessed on 16 June 2021).
  98. The New York Times. Covid World Vaccination Tracker. 2021. Available online: https://www.nytimes.com/interactive/2021/world/covid-vaccinations-tracker.html (accessed on 16 July 2021).
  99. Medicaid and CHIP Payment and Access Commission. Comments on the U.S. Department of Health and Human Services Report to Congress on Improving the Identification of Health Care Disparities in Medicaid and CHIP [Internet]. MACPAC. 2015. Available online: https://www.macpac.gov/publication/macpac-comments-on-nov-2015-hhs-disparities-data-report/ (accessed on 16 July 2021).
  100. US Department of Health and Human Services: USDHHS—Google Scholar. Available online: https://scholar.google.com/scholar_lookup?title=With+understanding+and+improving+health+and+objectives+for+improving+health&publication_year=2000& (accessed on 18 May 2021).
  101. Moonesinghe, R.; Beckles, G.L. Measuring health disparities: A comparison of absolute and relative disparities. PeerJ 2015, 3, e1438.
  102. Keppel, K.; Pamuk, E.; Lynch, J.; Carter-Pokras, O.; Mays, V.; Pearcy, J.; Schoenbach, V.; Weissman, J.S.; Kim, I. Methodological issues in measuring health disparities. Vital Health Stat. 2005, 2, 1–16.
  103. Penman-Aguilar, A.; Talih, M.; Huang, D.; Moonesinghe, R.; Bouye, K.; Beckles, G. Measurement of Health Disparities, Health Inequities, and Social Determinants of Health to Support the Advancement of Health Equity. J. Public Health Manag. Pract. 2016, 22 (Suppl. 1), S33–S42.
  104. Talih, M. Examining socioeconomic health disparities using a rank-dependent Rényi index. Ann. Appl. Stat. 2015, 9, 992–1023.
  105. Talih, M. A reference-invariant health disparity index based on Rényi divergence. Ann. Appl. Stat. 2013, 7, 1217–1243.
  106. Mele, M.; Magazzino, C. Pollution, economic growth, and COVID-19 deaths in India: A machine learning evidence. Environ. Sci. Pollut. Res. 2020, 28, 2669–2677.
  107. Kuo, C.-P.; Fu, J.S. Evaluating the impact of mobility on COVID-19 pandemic with machine learning hybrid predictions. Sci. Total Environ. 2021, 758, 144151.
  108. Li, M.; Zhang, Z.; Cao, W.; Liu, Y.; Du, B.; Chen, C.; Liu, Q.; Uddin, N.; Jiang, S.; Chen, C.; et al. Identifying novel factors associated with COVID-19 transmission and fatality using the machine learning approach. Sci. Total. Environ. 2021, 764, 142810.
  109. Punn, N.S.; Sonbhadra, S.K.; Agarwal, S. COVID-19 epidemic analysis using machine learning and deep learning algorithms. MedRxiv 2020, preprint.
  110. Pinter, G.; Felde, I.; Mosavi, A.; Ghamisi, P.; Gloaguen, R. COVID-19 Pandemic Prediction for Hungary; A Hybrid Machine Learning Approach. Mathematics 2020, 8, 890.
  111. Kushwaha, S.; Bahl, S.; Bagha, A.K.; Parmar, K.S.; Javaid, M.; Haleem, A.; Singh, R.P. Significant Applications of Machine Learning for COVID-19 Pandemic. J. Ind. Integr. Manag. 2020, 5, 453–479.
  112. Carvajal, T.M.; Viacrusis, K.M.; Hernandez, L.F.T.; Ho, H.T.; Amalin, D.M.; Watanabe, K. Machine learning methods reveal the temporal pattern of dengue incidence using meteorological factors in metropolitan Manila, Philippines. BMC Infect Dis. 2018, 18, 183.
  113. Alimadadi, A.; Aryal, S.; Manandhar, I.; Munroe, P.B.; Joe, B.; Cheng, X. Artificial intelligence and machine learning to fight COVID-19. Physiol. Genom. 2020, 52, 200–202.
  114. Bachtiger, P.; Peters, N.S.; Walsh, S.L. Machine learning for COVID-19—Asking the right questions. Lancet Digit. Health 2020, 2, e391–e392.
  115. Krzysztofowicz, S.; Osińska-Skotak, K. The Use of GIS Technology to Optimize COVID-19 Vaccine Distribution: A Case Study of the City of Warsaw, Poland. Int. J. Environ. Res. Public Health 2021, 18, 5636.
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