Assessing Regional Weather’s Impact on Spinal Cord Injury Survivors, Caregivers, and General Public in Miami, Florida
Abstract
:1. Introduction
2. Materials and Methods
2.1. Design
2.2. Statistical Analysis
3. Results
3.1. Demographics
3.2. Commute and Transportation
3.3. Climate
4. Discussion
4.1. Transport Methods and Commute to/from Healthcare Appointments
4.2. Climate
4.2.1. Vulnerability
4.2.2. Conviction in Climate Change
4.2.3. Responsibility to Make Changes to Slow Down Climate Change
4.2.4. Forced Migration
4.3. Dyad
4.4. Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Potvin, L.; Masuda, J. Climate change: A top priority for public health. Les Changements Climatiques: Une priorité absolue pour la santé publique. Can. J. Public Health Rev. Can. Sante Publique 2020, 111, 815–817. [Google Scholar] [CrossRef]
- Centers for Disease Control and Prevention. Climate Effects on Health. Centers for Disease Control and Prevention. 2 March 2021. Available online: https://www.cdc.gov/climateandhealth/effects/default.htm (accessed on 27 April 2022).
- Hajat, S.; Vardoulakis, S.; Heaviside, C.; Eggen, B. Climate change effects on human health: Projections of temperature-related mortality for the UK during the 2020s, 2050s and 2080s. J. Epidemiol. Community Health 2014, 68, 641–648. [Google Scholar] [CrossRef]
- McMichael, A.J.; Woodruff, R.E.; Hales, S. Climate change and human health: Present and future risks. Lancet 2006, 367, 859–869. [Google Scholar] [CrossRef]
- Nichols, A.; Maynard, V.; Goodman, B.; Richardson, J. Health, Climate Change and Sustainability: A Systematic Review and Thematic Analysis of the Literature. Environ. Health Insights 2009, 3, 63–88. [Google Scholar] [CrossRef] [PubMed]
- Weilnhammer, V.; Schmid, J.; Mittermeier, I.; Schreiber, F.; Jiang, L.; Pastuhovic, V.; Herr, C.; Heinze, S. Extreme weather events in europe and their health consequences—A systematic review. Int. J. Hyg. Environ. Health 2021, 233, 113688. [Google Scholar] [CrossRef]
- Oudin Åström, D.; Bertil, F.; Joacim, R. Heat wave impact on morbidity and mortality in the elderly population: A review of recent studies. Maturitas 2011, 69, 99–105. [Google Scholar] [CrossRef] [PubMed]
- Chique, C.; Hynds, P.; Nyhan, M.M.; Lambert, S.; Boudou, M.; O’Dwyer, J. Psychological impairment and extreme weather event (Ewe) exposure, 1980–2020: A global pooled analysis integrating mental health and well-being metrics. Int. J. Hyg. Environ. Health 2021, 238, 113840. [Google Scholar] [CrossRef] [PubMed]
- Luber, G.; McGeehin, M. Climate change and extreme heat events. Am. J. Prev. Med. 2008, 35, 429–435. [Google Scholar] [CrossRef]
- Haines, A.; Kovats, R.S.; Campbell-Lendrum, D.; Corvalan, C. Climate change andhuman health: Impacts, vulnerability andPublic Health. Public Health 2006, 120, 585–596. [Google Scholar] [CrossRef]
- Germany’s Vulnerability to Climate Change Summary. Available online: https://www.umweltbundesamt.de/sites/default/files/medien/378/publikationen/climate_change_24_2015_summary_vulnerabilitaet_deutschlands_gegenueber_dem_klimawandel_2.pdf (accessed on 28 April 2022).
- Alexander, M.; Alexander, J.; Arora, M.; Slocum, C.; Middleton, J. A bellweather for climate change and disability: Educational needs of rehabilitation professionals regarding disaster management and spinal cord injuries. Spinal Cord Ser. Cases 2019, 5, 94. [Google Scholar] [CrossRef] [PubMed]
- Cardona, O.-D.; van Aalst, M.K.; Birkmann, J.; Fordham, M.; McGregor, G.; Perez, R.; Pulwarty, R.S.; Schipper, E.L.; Sinh, B.T.; Décamps, H.; et al. Determinants of risk: Exposure and vulnerability. In Managing the Risks of Extreme Events and Disasters to Advance Climate Change Adaptation; Cambridge University Press: Cambridge, UK, 2012; pp. 65–108. [Google Scholar] [CrossRef]
- Climate Changes Health: Vulnerable Populations. Available online: https://www.apha.org/topics-and-issues/climate-change/vulnerable-populations#:~:text=Other%20groups%20that%20are%20particularly,weather%2C%20and%20people%20with%20pre%2D (accessed on 27 April 2022).
- Spinal Cord Injury Complications: Temperature Regulation. Shirley Ryan AbilityLab. Available online: https://www.sralab.org/lifecenter/resources/spinal-cord-injury-complications-temperature-regulation (accessed on 27 April 2022).
- Cold Temperature Control. Reeve Foundation. Available online: https://www.christopherreeve.org/blog/life-after-paralysis/cold-temperature-control (accessed on 27 April 2022).
- Shapiro, L.T.; Gater, D.R., Jr.; Espinel, Z.; Kossin, J.P.; Galea, S.; Shultz, J.M. Preparing individuals with spinal cord injury for extreme storms in the era of climate change. EClinicalMedicine 2020, 18, 100232. [Google Scholar] [CrossRef] [PubMed]
- Mayo Foundation for Medical Education and Research. Spinal Cord Injury. Mayo Clinic. 2 October 2021. Available online: https://www.mayoclinic.org/diseases-conditions/spinal-cord-injury/symptoms-causes/syc-20377890 (accessed on 27 April 2022).
- Hall, O.T.; McGrath, R.P.; Peterson, M.D.; Chadd, E.H.; DeVivo, M.J.; Heinemann, A.W.; Kalpakjian, C.Z. The burden of traumatic spinal cord injury in the United States: Disability-adjusted life years. Arch. Phys. Med. Rehabil. 2019, 100, 95–100. [Google Scholar] [CrossRef] [PubMed]
- Statistics. The Miami Project. 14 June 2023. Available online: https://www.themiamiproject.org/resources/statistics (accessed on 5 March 2024).
- CNBC; Sheetz, M. Climate Scientists Blast Trump’s Global Warming Tweet. 30 December 2017. Available online: https://www.cnbc.com/2017/12/29/climate-scientists-around-the-world-respond-to-trumps-global-warming-tweet.html (accessed on 2 February 2019).
- Health Council of South Florida. 2013–2018 Community Health Priorities, Goals and -Strategies. 2015. Available online: http://miamidade.floridahealth.gov/about-us/_documents/miami-dade-cha-2013-20181.pdf (accessed on 28 April 2022).
- Intergovernmental Panel on Climate Change. Impacts of 1.5 °C of Global Warming on Natural and Human Systems. 8 October 2018. Available online: https://www.ipcc.ch/sr15/chapter/chapter-3/ (accessed on 1 February 2019).
- Martin, J.A.; Osterman, M.J.; Centers forDisease Control and Prevention (CDC). Preterm births—United States, 2006 and 2010. MMWR Surveill. Summ. 2013, 62 (Suppl. S3), 136–138. [Google Scholar]
- Price, M.J.; Trbovich, M. Thermoregulation following Spinal Cord Injury. In Thermoregulation: From Basic Neuroscience to Clinical Neurology, Part II; Taylor & Francis: London, UK, 2018; pp. 799–820. [Google Scholar] [CrossRef]
- Lacson, C.; Hirachan, J. Pharmasug 2017—Lexjansen.com. Put the “K” in Your KAB: Know How to Efficiently Program with Knowledge, Attitudes, and Behavior Survey Data. Available online: https://www.lexjansen.com/pharmasug/2017/HA/PharmaSUG-2017-HA08.pdf (accessed on 28 April 2022).
- Advocacy, Communication and Social Mobilization for TB. Available online: https://apps.who.int/iris/bitstream/handle/10665/43790/9789241596176_eng.pdf?sequence=1 (accessed on 28 April 2022).
- Rehab, Q. ICD 10 & ICD 9 Codes for Spinal Cord Injury: Quantum Rehab®. Available online: https://www.quantumrehab.com/quantum-rehab-clinicians/icd-10-codes-spinal-cord-injury.asp#:~:text=What%20is%20the%20ICD%2D10,109A (accessed on 5 March 2024).
- Chief Heat Officer. Available online: https://www.miamidade.gov/global/economy/environment/chief-heat-officer.page (accessed on 28 April 2022).
- Data USA: Miami-Dade County, FL. Available online: https://datausa.io/profile/geo/miami-dade-county-fl/ (accessed on 28 April 2022).
- Kim, H.S.; Lim, K.B.; Kim, J.; Kang, J.; Lee, H.; Lee, S.W.; Yoo, J. Epidemiology of Spinal Cord Injury: Changes to Its Cause Amid Aging Population, a Single Center Study. Ann. Rehabil. Med. 2021, 45, 7–15. [Google Scholar] [CrossRef] [PubMed]
- LaVela, S.L.; Landers, K.; Etingen, B.; Karalius, V.P.; Miskevics, S. Factors related to caregiving for individuals with spinal cord injury compared to caregiving for individuals with other neurologic conditions. J. Spinal Cord Med. 2015, 38, 505–514. [Google Scholar] [CrossRef] [PubMed]
- Walters, B.C. Methodology of the guidelines for the management of acute cervical spine and spinal cord injuries. Neurosurgery 2013, 72, 17–21. [Google Scholar] [CrossRef] [PubMed]
- Maitan, P.; Frigerio, S.; Conti, A.; Clari, M.; Vellone, E.; Alvaro, R. The effect of the burden of caregiving for people with spinal cord injury (SCI): A cross-sectional study. Ann. Dell’istituto Super. Sanita 2018, 54, 185–193. [Google Scholar] [CrossRef]
- World Health Organization. Spinal Cord Injury. World Health Organization. Available online: https://www.who.int/news-room/fact-sheets/detail/spinal-cord-injury (accessed on 27 April 2022).
- Hammell, K.W. Quality of life among people with high spinal cord injury living in the community. Spinal Cord 2004, 42, 607–620. [Google Scholar] [CrossRef]
- Smith, E.M.; Boucher, N.; Miller, W.C. Caregiving services in Spinal Cord Injury: A systematic review of the literature. Spinal Cord 2016, 54, 562–569. [Google Scholar] [CrossRef]
- Climate Change 2023. AR6 Synthesis Report. Available online: https://www.ipcc.ch/report/ar6/syr/ (accessed on 28 April 2022).
- Climate Conservative. Florida: Ground Zero for Climate Change. 23 January 2020. Available online: https://climateconservative.org/florida-ground-zero-for-climate-change/ (accessed on 28 April 2022).
- Spellman, G.; Field, K.; Sinclair, J. An investigation into UK higher education students’ knowledge of Global Climatic Change. Int. Res. Geogr. Environ. Educ. 2003, 12, 6–17. [Google Scholar] [CrossRef]
- Social Determinants of Health. Social Determinants of Health—Healthy People 2030. Available online: https://health.gov/healthypeople/priority-areas/social-determinants-health (accessed on 5 March 2024).
- Florida Climate Outlook: Assessing Physical and Economic Impacts through 2040. Resources for the Future. Available online: https://www.rff.org/publications/reports/florida-climate-outlook/ (accessed on 5 March 2024).
- Jeyathevan, G.; Cameron, J.I.; Craven, B.C.; Munce, S.; Jaglal, S.B. Re-building relationships after a spinal cord injury: Experiences of family caregivers and care recipients. BMC Neurol. 2019, 19, 117. [Google Scholar] [CrossRef] [PubMed]
- Farajzadeh, A.; Akbarfahimi, M.; Maroufizadeh, S.; Miri Lavasani, N. Factors associated with quality of life among caregivers of people with Spinal Cord Injury. Occup. Ther. Int. 2021, 2021, 9921710. [Google Scholar] [CrossRef] [PubMed]
- Charlifue, S.; Coker, J. Family Caregivers for Veterans with Spinal Cord Injury: Exploring the Stresses and Benefits. 2014. Available online: https://apps.dtic.mil/sti/citations/AD1008853 (accessed on 15 September 2015).
- Swanson, J. Weather Climate Change Is Already Affecting Miami’s Disabled Residents. Miami New Times, 18 October 2021.
- Handrakis, J.P.; Trbovich, M.; Hagen, E.M.; Price, M. Thermodysregulation in persons with Spinal Cord Injury: Case series on use of the autonomic standards. Spinal Cord Ser. Cases 2017, 3, 17086. [Google Scholar] [CrossRef]
- Wang, Y.-G.; Fu, L.; Paul, S. Analysis of Longitudinal Data with Examples, 1st ed.; Chapman and Hall/CRC: Boca Raton, FL, USA, 2022. [Google Scholar] [CrossRef]
- Jones, S.R.; Carley, S.; Harrison, M. An introduction to power and sample size estimation. Emerg. Med. J. EMJ 2003, 20, 453–458. [Google Scholar] [CrossRef] [PubMed]
pSCI | CG | GP | |
---|---|---|---|
Mean | Mean | Mean | |
Age (years) | 41.9 | 46.9 | 35 |
Frequency (%) | Frequency (%) | Frequency (%) | |
Gender | |||
Male | 22 (81%) | 3 (27%) | 17 (63%) |
Female | 5 (19%) | 8 (73%) | 10 (37%) |
Race | |||
White | 13 (48%) | 7 (64%) | 22 (81%) |
African American/Black | 6 (22%) | 3 (27%) | 1 (4%) |
Native American | 1 (4%) | 0 (0%) | 0 (0%) |
Do Not Wish to Answer | 4 (15%) | 0 (0%) | 4 (15%) |
Missing | 3 (11%) | 1 (9%) | 0 (0%) |
Ethnicity | |||
Hispanic | 17 (63%) | 6 (55%) | 20 (74%) |
Non-Hispanic | 7 (25%) | 2 (18%) | 2 (7%) |
Haitian | 1 (4%) | 1 (9%) | 1 (4%) |
Other Caribbean Islander | 1 (4%) | 1 (9%) | 0 (0%) |
Do Not Wish to Answer | 1 (4%) | 1 (9%) | 3 (11%) |
Missing | 0 (0%) | 0 (0%) | 1 (4%) |
Marital Status | |||
Married | 8 (29%) | 3 (27%) | 12 (44%) |
Single | 14 (52%) | 5 (46%) | 10 (37%) |
Divorced | 4 (15%) | 2 (18%) | 1 (4%) |
Living with Significant Other | 1 (4%) | 1 (9%) | 4 (15%) |
Missing | 0 (0%) | 0 (0%) | 0 (0%) |
Highest Level of Education | |||
Less than 7 years of school | 0 (0%) | 1 (9%) | 0 (0%) |
Junior High | 1 (4%) | 0 (0%) | 0 (0%) |
Some High School | 3 (11%) | 0 (0%) | 0 (0%) |
High School Graduate | 7 (26%) | 4 (37%) | 3 (11%) |
Some College | 5 (18%) | 3 (27%) | 2 (8%) |
Completed College | 11 (41%) | 2 (18%) | 9 (33%) |
Completed Graduate School | 0 (0%) | 1 (9%) | 13 (48%) |
Missing | 0 (0%) | 0 (0%) | 0 (0%) |
Annual Household Income | |||
Less than 20,000 | 10 (37%) | 5 (46%) | 2 (8%) |
21,000 to 55,000 | 6 (22%) | 2 (18%) | 3 (11%) |
56,000 to 96,000 | 6 (22%) | 3 (27%) | 3 (11%) |
Greater than 96,000 | 3 (11%) | 1 (9%) | 19 (70%) |
Missing | 2 (7%) | 0 (0%) | 0 (0%) |
How long is the commute/travel to your health care facility? | |||
0–30 min | 13 (48%) | 5 (45%) | 18 (67%) |
31–60 min | 9 (33%) | 6 (55%) | 5 (18%) |
1–2 h | 5 (19%) | 0 (0%) | 4 (15%) |
Missing | 0 (0%) | 0 (0%) | 0 (0%) |
Mean | Mean | Mean | |
Number of Cars in household | 1.4 | 0.9 | 1.6 |
Number of People in your household | 2.8 | 2.6 | 2.6 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Bass, D.H.; Ghamasaee, P.; Bigford, G.E.; Wakefield, M.; Duthely, L.M.; Samano, D. Assessing Regional Weather’s Impact on Spinal Cord Injury Survivors, Caregivers, and General Public in Miami, Florida. Int. J. Environ. Res. Public Health 2024, 21, 382. https://doi.org/10.3390/ijerph21040382
Bass DH, Ghamasaee P, Bigford GE, Wakefield M, Duthely LM, Samano D. Assessing Regional Weather’s Impact on Spinal Cord Injury Survivors, Caregivers, and General Public in Miami, Florida. International Journal of Environmental Research and Public Health. 2024; 21(4):382. https://doi.org/10.3390/ijerph21040382
Chicago/Turabian StyleBass, Danielle Hildegard, Pardis Ghamasaee, Gregory E. Bigford, Mandeville Wakefield, Lunthita M. Duthely, and Daniel Samano. 2024. "Assessing Regional Weather’s Impact on Spinal Cord Injury Survivors, Caregivers, and General Public in Miami, Florida" International Journal of Environmental Research and Public Health 21, no. 4: 382. https://doi.org/10.3390/ijerph21040382
APA StyleBass, D. H., Ghamasaee, P., Bigford, G. E., Wakefield, M., Duthely, L. M., & Samano, D. (2024). Assessing Regional Weather’s Impact on Spinal Cord Injury Survivors, Caregivers, and General Public in Miami, Florida. International Journal of Environmental Research and Public Health, 21(4), 382. https://doi.org/10.3390/ijerph21040382