Predict Health Care Accessibility for Texas Medicaid Gap.

Jinting Zhang, Xiu Wu
Author Information
  1. Jinting Zhang: School of Resource and Environmental Science, Wuhan University, Wuhan 430079, China. ORCID
  2. Xiu Wu: Department of Geography, Texas State University, San Marcos, TX 78666, USA. ORCID

Abstract

Medicaid is a unique approach in ensuring the below poverty population obtains free insurance coverage under federal and state provisions in the United States. Twelve states without expanded Medicaid caused two million people who were under the poverty line into health insecurity. Principal Component-based logistical regression (PCA-LA) is used to consider health status (HS) as a dependent variable and fourteen social-economic indexes as independent variables. Four composite components incorporated health conditions (i.e., "no regular source of care" (NRC), "last check-up more than a year ago" (LCT)), demographic impacts (i.e., four categorized adults (AS)), education (ED), and marital status (MS). Compared to the unadjusted LA, direct adjusted LA, and PCA-unadjusted LA three methods, the PCA-LA approach exhibited objective and reasonable outcomes in presenting an odd ratio (OR). They included that health condition is positively significant to HS due to beyond one OR, and negatively significant to ED, AS, and MS. This paper provided quantitative evidence for the Medicaid gap in Texas to extend Medicaid, exposed healthcare geographical inequity, offered a sight for the Centers for Disease Control and Prevention (CDC) to improve the Medicaid program and make political justice for the Medicaid gap.

Keywords

References

  1. Eval Program Plann. 2021 Oct;88:101949 [PMID: 34029890]
  2. Aging Ment Health. 2021 May;25(5):962-968 [PMID: 32067471]
  3. Mol Autism. 2019 Jan 9;10:1 [PMID: 30647876]
  4. JAMA Intern Med. 2018 Mar 1;178(3):347-355 [PMID: 29356828]
  5. Am J Public Health. 2021 Apr;111(4):643-646 [PMID: 33507819]
  6. Chemosphere. 2019 Dec;237:124412 [PMID: 31376695]
  7. PLoS Negl Trop Dis. 2020 Dec 21;14(12):e0008939 [PMID: 33347438]
  8. J Cancer Surviv. 2021 Apr;15(2):325-332 [PMID: 32901370]
  9. J Consult Clin Psychol. 1979 Aug;47(4):762-4 [PMID: 500912]
  10. Am J Surg. 2020 Sep;220(3):511-517 [PMID: 32354603]
  11. J Law Med Ethics. 2016 Dec;44(4):580-584 [PMID: 28661245]
  12. Am J Public Health. 2020 Mar;110(3):317-321 [PMID: 31944846]
  13. Health Aff (Millwood). 2020 Mar;39(3):514-518 [PMID: 32119611]
  14. Lupus. 2000;9(6):437-44 [PMID: 10981648]
  15. Int J Equity Health. 2021 May 7;20(1):116 [PMID: 33962627]
  16. Health Serv Res. 2019 Feb;54 Suppl 1:307-316 [PMID: 30378119]
  17. N Engl J Med. 2012 Sep 13;367(11):1025-34 [PMID: 22830435]
  18. PLoS One. 2021 Apr 1;16(4):e0249453 [PMID: 33793663]
  19. Am J Prev Med. 2018 Feb;54(2):299-315 [PMID: 29362167]
  20. Popul Health Manag. 2020 Jun;23(3):234-242 [PMID: 31592717]
  21. Int J Equity Health. 2019 Nov 12;18(1):173 [PMID: 31718658]
  22. Arch Intern Med. 2001 Mar 12;161(5):749-59 [PMID: 11231710]
  23. N C Med J. 2019 Sep-Oct;80(5):269-275 [PMID: 31471506]
  24. Environ Sci Pollut Res Int. 2018 Oct;25(30):30375-30389 [PMID: 30159842]
  25. Transpl Int. 2021 Jul;34(7):1271-1280 [PMID: 34002900]
  26. Behav Res Methods. 2013 Sep;45(3):880-95 [PMID: 23344734]
  27. Ann Fam Med. 2013 Sep-Oct;11(5):406-11 [PMID: 24019271]
  28. J Biomed Res. 2015 Jul;29(4):298-307 [PMID: 26243516]
  29. Clin J Oncol Nurs. 2018 Oct 1;22(5):500-506 [PMID: 30239508]

Word Cloud

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