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Published in: BMC Public Health 1/2019

Open Access 01-12-2019 | Care | Research article

The relationship between living arrangements and higher use of hospital care at middle and older ages: to what extent do observed and unobserved individual characteristics explain this association?

Authors: Yaoyue Hu, Taina Leinonen, Karen van Hedel, Mikko Myrskylä, Pekka Martikainen

Published in: BMC Public Health | Issue 1/2019

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Abstract

Background

Previous research has shown that certain living arrangements, such as living alone, are associated with worse health at older ages. We assessed the association between living arrangements and hospital care use among middle-aged and older adults, and investigated to what extent observed and unobserved individual characteristics explain this association.

Methods

Longitudinal Finnish registry data for men and women aged 50–89 years were used for the period 1987–2007. The relationship between living arrangements (based on whether an individual lived with a partner, other adults or alone, and whether they lived with minor/adult children) and heavy hospital care use (i.e., having been in hospital for 8 or more days in a year) was studied. First, we applied logistic regression models and linear probability models controlling for observed time-invariant factors (socioeconomic status measured by education, labour force status, and household income; and marital status), and then individual linear probability models with fixed-effects to further account for unobserved time-invariant individual characteristics in the measurement period. Analyses were done separately for 10 year age-groups.

Results

In the logistic regression models, men and women who lived alone had higher crude odds of heavy hospital care use than those living only with their partner. These odds ratios were highest for men and women in the youngest age category (50–59 years, 1.72 and 1.36 respectively) and decreased with age. Adjusting for observed time-invariant socioeconomic status attenuated these odds by 14–40%, but adjusting for marital status did not affect the results. Lower odds were observed among adults aged 50–59 years who lived with their partner and (minor or adult) children. But odds were higher for individuals aged 60–79 years who co-resided with their adult children, regardless of whether they lived with a partner. Adjusting for observed time-invariant factors generally did not change these results. After further adjusting for unobserved time-invariant individual characteristics in the individual fixed-effects models, most of these associations largely attenuated or disappeared, particularly for ages 80–89 years.

Conclusions

The association between living arrangements and higher use of hospital care at middle and older ages is largely explained by socioeconomic disadvantage and unobserved time-invariant individual characteristics.
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Literature
1.
go back to reference Velkoff V: Living arrangements and well- being of the older population: Future research directions. Population Bulletin of the United Nations 2001, 42/43:212–248. Velkoff V: Living arrangements and well- being of the older population: Future research directions. Population Bulletin of the United Nations 2001, 42/43:212–248.
2.
go back to reference Fokkema T, Liefbroer AC. Trends in living arrangements in Europe: convergence or divergence? Demogr Res. 2008;19:1351–418.CrossRef Fokkema T, Liefbroer AC. Trends in living arrangements in Europe: convergence or divergence? Demogr Res. 2008;19:1351–418.CrossRef
3.
go back to reference Beard JR, Bloom DE. Towards a comprehensive public health response to population ageing. Lancet. 2015;385(9968):658–61.CrossRef Beard JR, Bloom DE. Towards a comprehensive public health response to population ageing. Lancet. 2015;385(9968):658–61.CrossRef
4.
go back to reference Hays JC. Living arrangements and health status in later life: a review of recent literature. Public Health Nurs. 2002;19(2):136–51.CrossRef Hays JC. Living arrangements and health status in later life: a review of recent literature. Public Health Nurs. 2002;19(2):136–51.CrossRef
5.
go back to reference Hughes ME, Waite LJ. Health in household context: living arrangements and health in late middle age. J Health Soc Behav. 2002;43(1):1–21.CrossRef Hughes ME, Waite LJ. Health in household context: living arrangements and health in late middle age. J Health Soc Behav. 2002;43(1):1–21.CrossRef
6.
go back to reference Kharicha K, Iliffe S, Harari D, Swift C, Gillmann G, Stuck AE. Health risk appraisal in older people 1: are older people living alone an 'at-risk' group? Brit J Gen Pract. 2007;57(537):271–6. Kharicha K, Iliffe S, Harari D, Swift C, Gillmann G, Stuck AE. Health risk appraisal in older people 1: are older people living alone an 'at-risk' group? Brit J Gen Pract. 2007;57(537):271–6.
7.
go back to reference Koskinen S, Joutsenniemi K, Martelin T, Martikainen P. Mortality differences according to living arrangements. Int J Epidemiol. 2007;36(6):1255–64.CrossRef Koskinen S, Joutsenniemi K, Martelin T, Martikainen P. Mortality differences according to living arrangements. Int J Epidemiol. 2007;36(6):1255–64.CrossRef
8.
go back to reference Nihtila E, Martikainen P. Why older people living with a spouse are less likely to be institutionalized: the role of socioeconomic factors and health characteristics. Scand J Public Healt. 2008;36(1):35–43.CrossRef Nihtila E, Martikainen P. Why older people living with a spouse are less likely to be institutionalized: the role of socioeconomic factors and health characteristics. Scand J Public Healt. 2008;36(1):35–43.CrossRef
9.
go back to reference Li LW, Zhang J, Liang J. Health among the oldest-old in China: which living arrangements make a difference? Soc Sci Med. 2009;68(2):220–7.CrossRef Li LW, Zhang J, Liang J. Health among the oldest-old in China: which living arrangements make a difference? Soc Sci Med. 2009;68(2):220–7.CrossRef
10.
go back to reference Martikainen P, Moustgaard H, Murphy M, Einio EK, Koskinen S, Martelin T, Noro A. Gender, living arrangements, and social circumstances as determinants of entry into and exit from long-term institutional care at older ages: a 6-year follow-up study of older Finns. Gerontologist. 2009;49(1):34–45.CrossRef Martikainen P, Moustgaard H, Murphy M, Einio EK, Koskinen S, Martelin T, Noro A. Gender, living arrangements, and social circumstances as determinants of entry into and exit from long-term institutional care at older ages: a 6-year follow-up study of older Finns. Gerontologist. 2009;49(1):34–45.CrossRef
11.
go back to reference Miller EA, Weissert WG. Predicting elderly people's risk for nursing home placement, hospitalization, functional impairment, and mortality: a synthesis. Med Care Res Rev. 2000;57(3):259–97.CrossRef Miller EA, Weissert WG. Predicting elderly people's risk for nursing home placement, hospitalization, functional impairment, and mortality: a synthesis. Med Care Res Rev. 2000;57(3):259–97.CrossRef
12.
go back to reference Aliyu MH, Adediran AS, Obisesan TO. Predictors of hospital admissions in the elderly: analysis of data from the longitudinal study on aging. J Natl Med Assoc. 2003;95(12):1158–67.PubMedPubMedCentral Aliyu MH, Adediran AS, Obisesan TO. Predictors of hospital admissions in the elderly: analysis of data from the longitudinal study on aging. J Natl Med Assoc. 2003;95(12):1158–67.PubMedPubMedCentral
13.
go back to reference Acuna-Arellano A, Bautista-Martinez S, Navarrete-Reyes AP, Avila-Funes JA: Living arrangements are not associated with length of hospital stay. J Am Geriatr Soc 61(12):2251–2252.CrossRef Acuna-Arellano A, Bautista-Martinez S, Navarrete-Reyes AP, Avila-Funes JA: Living arrangements are not associated with length of hospital stay. J Am Geriatr Soc 61(12):2251–2252.CrossRef
14.
go back to reference Ennis SK, Larson EB, Grothaus L, Helfrich CD, Balch S, Phelan EA. Association of living alone and hospitalization among community-dwelling elders with and without dementia. J Gen Intern Med. 2014;29(11):1451–9.CrossRef Ennis SK, Larson EB, Grothaus L, Helfrich CD, Balch S, Phelan EA. Association of living alone and hospitalization among community-dwelling elders with and without dementia. J Gen Intern Med. 2014;29(11):1451–9.CrossRef
15.
go back to reference Rueda S, Artazcoz L, Navarro V. Health inequalities among the elderly in western Europe. J Epidemiol Community Health. 2008;62(6):492–8.CrossRef Rueda S, Artazcoz L, Navarro V. Health inequalities among the elderly in western Europe. J Epidemiol Community Health. 2008;62(6):492–8.CrossRef
16.
go back to reference Davis MA, Moritz DJ, Neuhaus JM, Barclay JD, Gee L. Living arrangements, changes in living arrangements, and survival among community dwelling older adults. Am J Public Health. 1997;87(3):371–7.CrossRef Davis MA, Moritz DJ, Neuhaus JM, Barclay JD, Gee L. Living arrangements, changes in living arrangements, and survival among community dwelling older adults. Am J Public Health. 1997;87(3):371–7.CrossRef
17.
go back to reference Michael YL, Berkman LF, Colditz GA, Kawachi I. Living arrangements, social integration, and change in functional health status. Am J Epidemiol. 2001;153(2):123–31.CrossRef Michael YL, Berkman LF, Colditz GA, Kawachi I. Living arrangements, social integration, and change in functional health status. Am J Epidemiol. 2001;153(2):123–31.CrossRef
18.
go back to reference Pudrovska T. Parenthood, stress, and mental health in late midlife and early old age. Int J Aging Hum Dev. 2009;68(2):127–47.CrossRef Pudrovska T. Parenthood, stress, and mental health in late midlife and early old age. Int J Aging Hum Dev. 2009;68(2):127–47.CrossRef
19.
go back to reference Weissman JD, Russell D. Relationships between living arrangements and health status among older adults in the United States, 2009-2014: findings from the National Health Interview Survey. J Appl Gerontol. 2018;37(1):7–25.CrossRef Weissman JD, Russell D. Relationships between living arrangements and health status among older adults in the United States, 2009-2014: findings from the National Health Interview Survey. J Appl Gerontol. 2018;37(1):7–25.CrossRef
20.
go back to reference Liefbroer AC, De Jong Gierveld J: Living arrangements, socio-economic resources, and health. In: Living arrangements and social networks of older adults. edn. Edited by Knipscheer CPM, De Jong Gierveld J, van Tilburg TG, Dykstra PA. Amsterdam: VU University Press; 1995: 15–36. Liefbroer AC, De Jong Gierveld J: Living arrangements, socio-economic resources, and health. In: Living arrangements and social networks of older adults. edn. Edited by Knipscheer CPM, De Jong Gierveld J, van Tilburg TG, Dykstra PA. Amsterdam: VU University Press; 1995: 15–36.
21.
go back to reference Umberson D, Pudrovska T, Reczek C. Parenthood, childlessness, and well-being: a life course perspective. J Marriage Fam. 2010;72(3):612–29.CrossRef Umberson D, Pudrovska T, Reczek C. Parenthood, childlessness, and well-being: a life course perspective. J Marriage Fam. 2010;72(3):612–29.CrossRef
22.
go back to reference Kilpi F, Konttinen H, Silventoinen K, Martikainen P. Living arrangements as determinants of myocardial infarction incidence and survival: a prospective register study of over 300,000 Finnish men and women. Soc Sci Med. 2015;133:93–100.CrossRef Kilpi F, Konttinen H, Silventoinen K, Martikainen P. Living arrangements as determinants of myocardial infarction incidence and survival: a prospective register study of over 300,000 Finnish men and women. Soc Sci Med. 2015;133:93–100.CrossRef
23.
go back to reference Ward RA. Multiple parent-adult child relations and well-being in middle and later life. J Gerontol B Psychol Sci Soc Sci. 2008;63(4):S239–47.CrossRef Ward RA. Multiple parent-adult child relations and well-being in middle and later life. J Gerontol B Psychol Sci Soc Sci. 2008;63(4):S239–47.CrossRef
24.
go back to reference Clouston SA, Lawlor A, Verdery AM. The role of partnership status on late-life physical function. Can J Aging. 2014;33(4):413–25.CrossRef Clouston SA, Lawlor A, Verdery AM. The role of partnership status on late-life physical function. Can J Aging. 2014;33(4):413–25.CrossRef
25.
go back to reference Bonnie RJ, Stroud C, Breiner H. Investing in the health and well-being of Young adults. Washington, DC: National Academies Press; 2015. Bonnie RJ, Stroud C, Breiner H. Investing in the health and well-being of Young adults. Washington, DC: National Academies Press; 2015.
26.
go back to reference Young H, Grundy E: Living arrangements, health and well-being. In: Fertility, Living Arrangements, Care and Mobility. edn. Edited by Stillwell J, Coast E, Kneale D. Dordrecht: Springer; 2009: 127–150.CrossRef Young H, Grundy E: Living arrangements, health and well-being. In: Fertility, Living Arrangements, Care and Mobility. edn. Edited by Stillwell J, Coast E, Kneale D. Dordrecht: Springer; 2009: 127–150.CrossRef
27.
go back to reference Lawton MP, Moss M, Kleban MH. Marital status, living arrangements, and the well-being of older people. Res Aging. 1984;6(3):323–45.CrossRef Lawton MP, Moss M, Kleban MH. Marital status, living arrangements, and the well-being of older people. Res Aging. 1984;6(3):323–45.CrossRef
28.
go back to reference Allison PD. Fixed effects regression models. Thousand Oaks, CA: Sage; 2009.CrossRef Allison PD. Fixed effects regression models. Thousand Oaks, CA: Sage; 2009.CrossRef
29.
go back to reference Rabe-Hesketh S, Skrondal A. Multilevel and longitudinal modeling using Stata., third edn. College Station, Texas: Stata Press; 2012. Rabe-Hesketh S, Skrondal A. Multilevel and longitudinal modeling using Stata., third edn. College Station, Texas: Stata Press; 2012.
30.
go back to reference Tosi M, Grundy E. Returns home by children and changes in parents' well-being in Europe. Soc Sci Med. 2018;200:99–106.CrossRef Tosi M, Grundy E. Returns home by children and changes in parents' well-being in Europe. Soc Sci Med. 2018;200:99–106.CrossRef
31.
go back to reference Andersen R, Newman JF: Societal and individual determinants of medical care utilization in the United States. Milbank Q 2005, 83(4).CrossRef Andersen R, Newman JF: Societal and individual determinants of medical care utilization in the United States. Milbank Q 2005, 83(4).CrossRef
32.
go back to reference Wolinsky FD, Culler SD, Callahan CM, Johnson RJ. Hospital resource consumption among older adults: a prospective analysis of episodes, length of stay, and charges over a 7-year period. J Gerontol. 1994;49(5):S240–52.CrossRef Wolinsky FD, Culler SD, Callahan CM, Johnson RJ. Hospital resource consumption among older adults: a prospective analysis of episodes, length of stay, and charges over a 7-year period. J Gerontol. 1994;49(5):S240–52.CrossRef
33.
go back to reference Förster MF, d’Ercole MM: The OECD approach to measuring income distribution and poverty. In: Counting the poor: new thinking about European poverty measures and lessons for the United States. edn. Edited by Besharov DJ, Couch KA. New York: Oxford University Press; 2012: 27–58.CrossRef Förster MF, d’Ercole MM: The OECD approach to measuring income distribution and poverty. In: Counting the poor: new thinking about European poverty measures and lessons for the United States. edn. Edited by Besharov DJ, Couch KA. New York: Oxford University Press; 2012: 27–58.CrossRef
34.
go back to reference van Hedel K, Martikainen P, Moustgaard H, Myrskyla M. Cohabitation and mental health: is psychotropic medication use more common in cohabitation than marriage? SSM Popul Health. 2018;4:244–53.CrossRef van Hedel K, Martikainen P, Moustgaard H, Myrskyla M. Cohabitation and mental health: is psychotropic medication use more common in cohabitation than marriage? SSM Popul Health. 2018;4:244–53.CrossRef
35.
go back to reference Junna L, Moustgaard H, Tarkiainen L, Martikainen P. The association between income and psychotropic drug purchases: individual fixed effects analysis of annual longitudinal data in 2003-2013. Epidemiology. 2019;30(2):221–9.CrossRef Junna L, Moustgaard H, Tarkiainen L, Martikainen P. The association between income and psychotropic drug purchases: individual fixed effects analysis of annual longitudinal data in 2003-2013. Epidemiology. 2019;30(2):221–9.CrossRef
36.
go back to reference Xu J, Long JS. Confidence intervals for predicted outcomes in regression models for categorical outcomes. Stata J. 2005;5(4):537–59.CrossRef Xu J, Long JS. Confidence intervals for predicted outcomes in regression models for categorical outcomes. Stata J. 2005;5(4):537–59.CrossRef
37.
go back to reference Carr D, Springer KW. Advances in families and health research in the 21st century. J Marriage Fam. 2010;72(3):743–61.CrossRef Carr D, Springer KW. Advances in families and health research in the 21st century. J Marriage Fam. 2010;72(3):743–61.CrossRef
38.
go back to reference Vespa J. Union formation in later life: economic determinants of cohabitation and remarriage among older adults. Demography. 2012;49(3):1103–25.CrossRef Vespa J. Union formation in later life: economic determinants of cohabitation and remarriage among older adults. Demography. 2012;49(3):1103–25.CrossRef
39.
go back to reference Dupre ME. Educational differences in age-related patterns of disease: reconsidering the cumulative disadvantage and age-as-leveler hypotheses. J Health Soc Behav. 2007;48(1):1–15.CrossRef Dupre ME. Educational differences in age-related patterns of disease: reconsidering the cumulative disadvantage and age-as-leveler hypotheses. J Health Soc Behav. 2007;48(1):1–15.CrossRef
40.
go back to reference Clark P, Burbank P, Greene G, Owens N, Riebe D: What do we know about resilience in older adults? An exploration of some facts, factors, and facets. In: Resilience in Aging: Concepts, Research, and Outcomes. edn. Edited by Resnick B, Gwyther L, Roberto K. New York: Springer; 2011: 51–66. Clark P, Burbank P, Greene G, Owens N, Riebe D: What do we know about resilience in older adults? An exploration of some facts, factors, and facets. In: Resilience in Aging: Concepts, Research, and Outcomes. edn. Edited by Resnick B, Gwyther L, Roberto K. New York: Springer; 2011: 51–66.
41.
go back to reference Utz RL, Carr D, Nesse R, Wortman CB. The effect of widowhood on older adults' social participation: an evaluation of activity, disengagement, and continuity theories. Gerontologist. 2002;42(4):522–33.CrossRef Utz RL, Carr D, Nesse R, Wortman CB. The effect of widowhood on older adults' social participation: an evaluation of activity, disengagement, and continuity theories. Gerontologist. 2002;42(4):522–33.CrossRef
42.
go back to reference Hubbard RE, Rockwood K. Frailty in older women. Maturitas. 2011;69(3):203–7.CrossRef Hubbard RE, Rockwood K. Frailty in older women. Maturitas. 2011;69(3):203–7.CrossRef
43.
go back to reference Stroebe MS, Stroebe W, Schut H. Gender diff erences in adjustment to bereavement: an empirical and theoretical review. Rev Gen Psychol. 2001;5:62–83.CrossRef Stroebe MS, Stroebe W, Schut H. Gender diff erences in adjustment to bereavement: an empirical and theoretical review. Rev Gen Psychol. 2001;5:62–83.CrossRef
44.
go back to reference Wilcox S, Evenson KR, Aragaki A, Wassertheil-Smoller S, Mouton CP, Loevinger BL. The effects of widowhood on physical and mental health, health behaviors, and health outcomes: the women's health initiative. Health Psychol. 2003;22(5):513–22.CrossRef Wilcox S, Evenson KR, Aragaki A, Wassertheil-Smoller S, Mouton CP, Loevinger BL. The effects of widowhood on physical and mental health, health behaviors, and health outcomes: the women's health initiative. Health Psychol. 2003;22(5):513–22.CrossRef
45.
go back to reference Burt SA, Donnellan MB, Humbad MN, Hicks BM, McGue M, Iacono WG. Does marriage inhibit antisocial behavior? An examination of selection vs causation via a longitudinal twin design. Arch Gen Psychiat. 2010;67(12):1309–15.CrossRef Burt SA, Donnellan MB, Humbad MN, Hicks BM, McGue M, Iacono WG. Does marriage inhibit antisocial behavior? An examination of selection vs causation via a longitudinal twin design. Arch Gen Psychiat. 2010;67(12):1309–15.CrossRef
46.
go back to reference Horwitz AV, White HR. Becoming married, depression, and alcohol problems among young adults. J Health Soc Behav. 1991;32(3):221–37.CrossRef Horwitz AV, White HR. Becoming married, depression, and alcohol problems among young adults. J Health Soc Behav. 1991;32(3):221–37.CrossRef
47.
go back to reference Fu HS, Goldman N. Incorporating health into models of marriage choice: demographic and sociological perspectives. J Marriage Fam. 1996;58(3):740–58.CrossRef Fu HS, Goldman N. Incorporating health into models of marriage choice: demographic and sociological perspectives. J Marriage Fam. 1996;58(3):740–58.CrossRef
48.
go back to reference Choi KH, Vasunilashorn S. Widowhood, age heterogamy, and health: the role of selection, marital quality, and health behaviors. J Gerontol B Psychol Sci Soc Sci. 2014;69(1):123–34.CrossRef Choi KH, Vasunilashorn S. Widowhood, age heterogamy, and health: the role of selection, marital quality, and health behaviors. J Gerontol B Psychol Sci Soc Sci. 2014;69(1):123–34.CrossRef
49.
go back to reference Knoester C. Transitions in young adulthood and the relationship between parent and offspring well-being. Soc Forces. 2003;81(4):1431–57.CrossRef Knoester C. Transitions in young adulthood and the relationship between parent and offspring well-being. Soc Forces. 2003;81(4):1431–57.CrossRef
50.
go back to reference Silverstein M, Giarrusso R. Aging and family fife: a decade review. J Marriage Fam. 2010;72(5):1039–58.CrossRef Silverstein M, Giarrusso R. Aging and family fife: a decade review. J Marriage Fam. 2010;72(5):1039–58.CrossRef
51.
go back to reference Mackenbach JP, Martikainen P, Menvielle G, de Gelder R. The arithmetic of reducing relative and absolute inequalities in health: a theoretical analysis illustrated with European mortality data. J Epidemiol Community Health. 2016;70(7):730–6.CrossRef Mackenbach JP, Martikainen P, Menvielle G, de Gelder R. The arithmetic of reducing relative and absolute inequalities in health: a theoretical analysis illustrated with European mortality data. J Epidemiol Community Health. 2016;70(7):730–6.CrossRef
Metadata
Title
The relationship between living arrangements and higher use of hospital care at middle and older ages: to what extent do observed and unobserved individual characteristics explain this association?
Authors
Yaoyue Hu
Taina Leinonen
Karen van Hedel
Mikko Myrskylä
Pekka Martikainen
Publication date
01-12-2019
Publisher
BioMed Central
Keyword
Care
Published in
BMC Public Health / Issue 1/2019
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-019-7296-x

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