Abstract
In this longitudinal study, we applied structural equation modeling (SEM) to examine the historical, predisposing, enabling/barrier, and need factors as related to the underuse of medical services during early midlife. We gathered longitudinal data on a prospective cohort of community-dwelling men and women (N = 548) followed from adolescence to early midlife. The findings supported a mediational model: A mutually affectionate parent–child relationship in early adolescence was inversely related to underuse of medical services in early midlife via the mediational roles played by later predisposing factors (i.e., depressive mood and cigarette smoking), need factor (i.e., physical health problems), barriers (i.e., financial difficulty), and enabling factors (i.e., social support for health services in early midlife). In addition, satisfaction with medical services in the neighborhood had an association with less underuse of medical services in early midlife. Family therapy focused on an increase in the affectionate relationship between the adolescents and his/her parents and cognitive-behavioral treatment of depressive mood may lead to a decrease in the underuse of medical services.
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Afulani P, Herman D, Coleman-Jensen A, Harrison GG. Food insecurity and health outcomes among older adults: the role of cost-related medication underuse. J Nutr Gerontol Geriatr. 2015; 34(3): 319–342.
Billimek J, Sorkin DH. Food insecurity, processes of care, and self-reported medication underuse in patients with type 2 diabetes: results form the California Health Interview Survey. Health Serv Res. 2012; 47(6): 2159–2168.
Farley TA, Dalal MA, Mostashari F, Frieden TR. Deaths preventable in the US by improvements in use of clinical preventive services. Am J Prev Med. 2010; 38(6): 600–609.
Frieden TR. Use of selected clinical preventive services among adults—United States, 2007–2010. Morb Mortal Wkly Rep. 2012; 61: 1–2.
Herman D, Afulani P, Coleman-Jensen A, Harrison GG. Food insecurity and cost-related medication underuse among nonelderly adults in a nationally representative sample. Am J Public Health. 2015; 105(10): e48–e59.
Guralnik JM, Butterworth S, Patel K, Mishra G, Kuh D. Reduced midlife physical functioning among never married and childless men: evidence from the 1946 British Birth Cohort Study. Aging Clin Exp Res. 2009; 21(2): 174–181.
Pope SK, Sowers M, Welch GW, Albrecht G. Functional limitations in women at midlife: the role of health conditions, behavioral and environmental factors. Womens Health Issues. 2001; 11: 494–502.
Spiro A III. Health in midlife: toward a life-span view. In: Lachman ME, ed. Handbook of midlife development. New York, NY: Wiley; 2001: 156–187.
Mollborn S, Stepanikova I, Cook KS. Delayed care and unmet needs among health care system users: when does fiduciary trust in a physician matter? Health Serv Res. 2005; 40(6 Pt 1): 1898–1917.
Brook JS, Brook DW, Gordon AS, Whiteman M, Cohen P. The psychological etiology of adolescent drug use: a family interactional approach. Genet Soc Gen Psychol Monogr. 1990; 116: 111–267.
Andersen RM. Behavioral model of families’ use of health services. Research series, no. 25, Chicago, IL: Center for Health Administration Studies, University of Chicago; 1968.
Andersen RM. Revisiting the behavioral model and access to medical care: does it matter? J Health Soc Behav. 1995; 36(1): 1–10.
Wittayanukorn S, Qian J, Hansen RA. Prevalence of depressive symptoms and predictors of treatment among US adults from 2005 to 2010. Gen Hosp Psychiatry. 2014; 36(3): 330–336.
Bruce ML, Seeman TE, Merrill SS, Blazer DG. The impact of depressive symptomatology on physical disability: MacArthur Studies of Successful Aging. Am J Public Health. 1994; 84(11): 1796–1799.
Penninx BW, Guralnik JM, Ferrucci L, Simonsick EM, Deeg DJ, Wallace RB. Depressive symptoms and physical decline in community-dwelling older persons. JAMA. 1998; 279(21): 1720–1726.
Yusuf S, Hawken S, Ôunpuu S, et al. Effect of potentially modifiable risk factors associated with myocardial infarction in 52 countries (the INTERHEART study): case-control study. Lancet. 2004; 364(9438): 937–952.
Pettit JW, Roberts RE, Lewinsohn PM, Seeley JR, Yaroslavsky I. Developmental relations between perceived social support and depressive symptoms through emerging adulthood: blood is thicker than water. J Fam Psychol. 2011; 25(1): 127–136.
Pirraglia PA, Sanyal P, Singer DE, Ferris TG. Depressive symptom burden as a barrier to screening for breast and cervical cancers. J Womens Health. 2004; 13(6): 731–738.
Bogner HR, Wittink MN. Editorial: depression as a risk factor for underuse of mammography. J Womens Health. 2004; 13(6): 739–742.
Bryan L, Westmaas L, Alcaraz K, Jemal A. Cigarette smoking and cancer screening underutilization, by State, BRFSS 2010. Nicotine Tob Res. 2014; 16: 1183–1189.
Centers for Disease Control and Prevention (CDC), 45. Smoking-attributable mortality, years of potential life loss, and productivity losses—United States, 2000–2004. Morb Mortal Wkly Rep. 2008; 57: 1226–1228.
US Department of Health and Human Services. The health consequences of smoking: a report of the surgeon general; 2004. Available online at http://www.cdc.gov/tobacco/data_statistics/sgr/2004/index.htm. Accessed January 05, 2016.
Brook A, Zhang C. The role of personal attributes in the genesis and progression of lung disease and cigarette smoking. Am J Public Health. 2013; 103(5): 931–937.
Orlando M, Ellickson PL, Jinnett K. The temporal relationship between emotional distress and cigarette smoking during adolescence and young adulthood. J Consul Clin Psychol. 2001; 69(6): 959–970.
Korff VM. Healthcare for chronic pain: overuse, underuse, and treatment needs: commentary on: chronic pain and health services utilization—is there overuse of diagnostic tests and inequalities in non-pharmacologic methods utilization? Med Care. 2013; 51(10): 857–858.
Jensen GA, Li Y. Effects of cost-related medication on nonadherence on financial health and retirement decisions among adults in late midlife. J Pharm Health Serv Res. 2014; 5(4): 205–213.
Berkowitz SA, Seligman HK, Choudhry NK. Treat or eat: food insecurity, cost-related medication underuse, and unmet needs. Am J Med. 2014; 127(4): 303–310.
Bromley EG, May FP, Federer L, Spiegel BM, van Oijen MG. Explaining persistent under-use of colonoscopic cancer screening in African Americans: a systematic review. Prev Med. 2015; 71: 40–48.
Choudhry NK, Saya UY, Shrank WH, et al. Cost‐related medication underuse: prevalence among hospitalized managed care patients. J Hosp Med. 2012; 7(2): 104–109.
Steptoe A, Shankar A, Demakakos P, Wardle J. Social isolation, loneliness, and all-cause mortality in older men and women. Proc Natl Acad Sci. 2013; 110(15): 5797–5801.
Thoits PA. Mechanisms linking social ties and support to physical and mental health. J Health Soc Behav. 2011; 52(2): 145–161.
Umberson D, Montez JK. Social relationships and health a flashpoint for health policy. J Health Soc Behav. 2010; 51(1 suppl): S54–S66.
Cornwell EY, Waite LJ. Social network resources and management of hypertension. J Health Soc Behav. 2012; 53(2): 215–231.
August KJ, Billimek J. A theoretical model of how neighborhood factors contribute to medication nonadherence among disadvantaged chronically ill adults. J Health Psychol. 2015. doi:10.1177/1359105315589391.
Fowler BA. Neighborhood-level influences on delays in diagnostic follow-up from mammography screening in African-American women: a systematic review. J Women’s Health Care. 2014; 3(2): 1–8.
Syed ST, Gerber BS, Sharp LK. Traveling towards disease: transportation barriers to health care access. J Community Health. 2013; 38(5): 976–993.
Dai D. Black residential segregation, disparities in spatial access to health care facilities, and late-stage breast cancer diagnosis in metropolitan Detroit. Health Place. 2010; 16(5): 1038–1052.
Cohen P, Cohen J. Life values and adolescent mental health. Mahwah, NJ: Lawrence Erlbaum Associates; 1996.
Ware JE Jr, The SCD, MOS. 36-Item Short-Form Health Survey (SF-36). I. Conceptual framework and item selection. Med Care. 1992; 30(6): 473–483.
Hilton JM, Devall EL. The Family Economic Strain Scale (FESS): development and evaluation of the instrument with single- and two parent families. J Fam Econ Iss. 1997; 18(3): 247–272.
Perron R. Recession takes toll on Hispanics 45+: boomers particularly hard hit. AARP Research, March 2010. Available online at http://www.aarp.org/money/budgeting-saving/info-03-2010/hispeconomy.html. Accessed January 05, 2016.
Johnston LD, O’Malley PM, Bachman JG, Schulenberg JE. Monitoring the future, national survey results on drug use, 1975–2006: volume I, secondary school students (NIH publication no. 06–5883). Bethesda, MD: National Institute on Drug Abuse; 2006. Retrieved from http://www.monitoringthefuture.org/pubs/monographs/vol1_2006.pdf. Accessed March 15, 2016
Derogatis LR. Symptoms Checklist 90-R: administration scoring and procedures manual. 3rd ed. Minneapolis, MN: National Computer Systems; 1994.
Schaefer ES. Children’s report of parental behavior: an inventory. Child Dev. 1965; 36: 413–424.
Schaefer ES, Finkelstein NW. Child behavior toward parents: an inventory and factor analysis. Paper presented at the annual meeting of American Psychological Association, Chicago, IL; 1975.
Muthén LK, Muthén BO. Mplus User’s Guide. 6th ed. Los Angeles, CA: Muthén & Muthén; 2010.
Muthén BO, Kaplan D, Hollis M. On structural equation modeling with data that are not missing completely at random. Psychometrika. 1987; 52(3): 431–462.
Bentler PM. Comparative fit indexes in structural models. Psychol Bull. 1990; 107(2): 238–246.
Kelloway EK. Using LISREL for Structural Equation Modeling: a Researcher’s Guide. 1st ed. Thousand Oaks, CA: Sage Publications, Inc; 1998.
Ng DM, Jeffery RW. Relationships between perceived stress and health behaviors in a sample of working adults. Health Psychol. 2003; 22(6): 638–642.
Sun J, Buys N, Stewart D, Shum D. Mediating effects of coping, personal belief, and social support on the relationship among stress, depression, and smoking behaviour in university students. Health Educ. 2011; 111(2): 133–146.
Khantzian EJ, Albanese MJ. Understanding Addiction as Self Medication: Finding Hope Behind the Pain. New York, NY: Rowman & Littlefield Publishers; 2008.
Jeon YH, Essue B, Jan S, Wells R, Whitworth JA. Economic hardship associated with managing chronic illness: a qualitative inquiry. BMC Health Serv Res. 2009; 9(1): 182–193.
Yelin E, Katz P, Balmes J, Trupin L, Earnest G, Eisner M, Blanc P. Work life of persons with asthma, rhinitis, and COPD: a study using a national, population-based sample. J Occup Med Toxicol. 2006; 1(2): b10.
House JS, Kahn RL, McLeod JD, Williams D, et al. Measures and concepts of social support. In: Social Support and Health. Orlando, FL: Academic; 1985: 83–108.
Goodman A, Joyce R, Smith JP. The long shadow cast by childhood physical and mental problems on adult life. Proc Natl Acad Sci U S A. 2011; 108(15): 6032–6037.
Korenstein D, Falk R, Howell EA, Bishop T, Keyhani S. Overuse of health care services in the United States: an understudied problem. Arch Intern Med. 2012; 172(2): 171–178.
Acknowledgments
This research was supported by NIH grants DA032603 and DA003188 from the National Institute on Drug Abuse awarded to Dr. Judith S. Brook. The authors wish to thank Dr. Stephen J. Finch for his critical review of this manuscript.
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Research Highlights
• A distant parent–child attachment predicted underuse of medical services.
• Earlier depressive mood correlated with underuse of medical services.
• Financial difficulty was associated with underuse of medical services.
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Zhang, C., Brook, J.S., Leukefeld, C.G. et al. Psychosocial Factors Related to Underuse of Medical Services. J Urban Health 93, 652–665 (2016). https://doi.org/10.1007/s11524-016-0067-4
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DOI: https://doi.org/10.1007/s11524-016-0067-4