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Published in: BMC Health Services Research 1/2016

Open Access 01-12-2016 | Research article

Determinants of aggregate length of hospital stay in the last year of life in Switzerland

Authors: Damian Hedinger, Julia Braun, Vladimir Kaplan, Matthias Bopp, for the Swiss National Cohort Study Group

Published in: BMC Health Services Research | Issue 1/2016

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Abstract

Background

In contrast to individual preferences, most people in developed countries die in health care institutions, with a considerable impact on health care resource use and costs. However, evidence about determinants of aggregate length of hospital stay in the last year preceding death is scant.

Methods

Nationwide individual patient data from Swiss hospital discharge statistics were linked with census and mortality records from the Swiss National Cohort. We explored determinants of aggregate length of hospital stay in the last year of life in N = 35,598 inpatients ≥65 years who deceased in 2007 or 2008.

Results

The average aggregate length of hospital stay in the last year of life was substantially longer in the German speaking region compared to the French (IRR 1.36 [95 % CI 1.32–1.40]) and Italian (IRR 1.22 [95 % CI 1.16–1.29]) speaking region of the country. Increasing age, female sex, multimorbidity, being divorced, foreign nationality, and high educational level prolonged, whereas home ownership shortened the aggregate length of hospital stay. Individuals with complementary private health insurance plans had longer stays than those with compulsory health insurance plans (IRR 1.04 [95 % CI 1.01–1.07]).

Conclusions

The aggregate length of hospital stay during the last year of life was substantially determined by regional and socio-demographic characteristics, and only partially explained by differential health conditions. Therefore, more detailed studies need to evaluate, whether these differences are based on patients’ health care needs and preferences, or whether they are supply-driven.
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Literature
2.
go back to reference Schäfer I, von Leitner E-C, Schön G, Koller D, Hansen H, Kolonko T, et al. Multimorbidity patterns in the elderly: a new approach of disease clustering identifies complex interrelations between chronic conditions. PLoS One. 2010;5(12):e15941.CrossRefPubMedPubMedCentral Schäfer I, von Leitner E-C, Schön G, Koller D, Hansen H, Kolonko T, et al. Multimorbidity patterns in the elderly: a new approach of disease clustering identifies complex interrelations between chronic conditions. PLoS One. 2010;5(12):e15941.CrossRefPubMedPubMedCentral
3.
go back to reference Broad JB, Gott M, Kim H, Boyd M, Chen H, Connolly MJ. Where do people die? An international comparison of the percentage of deaths occurring in hospital and residential aged care settings in 45 populations, using published and available statistics. Int J Public Health. 2013;58(2):257–67.CrossRefPubMed Broad JB, Gott M, Kim H, Boyd M, Chen H, Connolly MJ. Where do people die? An international comparison of the percentage of deaths occurring in hospital and residential aged care settings in 45 populations, using published and available statistics. Int J Public Health. 2013;58(2):257–67.CrossRefPubMed
4.
go back to reference Cohen J, Bilsen J, Addington-Hall J, Löfmark R, Miccinesi G, Kaasa S, et al. Population-based study of dying in hospital in six European countries. Palliat Med. 2008;22(6):702–10.CrossRefPubMed Cohen J, Bilsen J, Addington-Hall J, Löfmark R, Miccinesi G, Kaasa S, et al. Population-based study of dying in hospital in six European countries. Palliat Med. 2008;22(6):702–10.CrossRefPubMed
5.
go back to reference Busse R, Krauth C, Schwartz FW. Use of acute hospital beds does not increase as the population ages: results from a seven year cohort study in Germany. J Epidemiol Community Health. 2002;56(4):289–93.CrossRefPubMedPubMedCentral Busse R, Krauth C, Schwartz FW. Use of acute hospital beds does not increase as the population ages: results from a seven year cohort study in Germany. J Epidemiol Community Health. 2002;56(4):289–93.CrossRefPubMedPubMedCentral
6.
go back to reference Polder JJ, Barendregt JJ, van Oers H. Health care costs in the last year of life - The Dutch experience. Soc Sci Med. 2006;63:1720–31.CrossRefPubMed Polder JJ, Barendregt JJ, van Oers H. Health care costs in the last year of life - The Dutch experience. Soc Sci Med. 2006;63:1720–31.CrossRefPubMed
7.
go back to reference Reich O, Signorell A, Busato A. Place of death and health care utilization for people in the last 6 months of life in Switzerland: a retrospective analysis using administrative data. BMC Health Serv Res. 2013;13:116.CrossRefPubMedPubMedCentral Reich O, Signorell A, Busato A. Place of death and health care utilization for people in the last 6 months of life in Switzerland: a retrospective analysis using administrative data. BMC Health Serv Res. 2013;13:116.CrossRefPubMedPubMedCentral
8.
go back to reference Hoover DR, Crystal S, Kumar R, Sambamoorthi U, Cantor JC. Medical expenditures during the last year of life: findings from the 1992–1996 medicare current beneficiary survey. Health Serv Res. 2002;37(6):1625–42.CrossRefPubMedPubMedCentral Hoover DR, Crystal S, Kumar R, Sambamoorthi U, Cantor JC. Medical expenditures during the last year of life: findings from the 1992–1996 medicare current beneficiary survey. Health Serv Res. 2002;37(6):1625–42.CrossRefPubMedPubMedCentral
9.
go back to reference Curtis JR, Engelberg RA, Bensink ME, Ramsey SD. End-of-life care in the intensive care unit: can we simultaneously increase quality and reduce costs? Am J Respir Crit Care Med. 2012;186(7):587–92.CrossRefPubMedPubMedCentral Curtis JR, Engelberg RA, Bensink ME, Ramsey SD. End-of-life care in the intensive care unit: can we simultaneously increase quality and reduce costs? Am J Respir Crit Care Med. 2012;186(7):587–92.CrossRefPubMedPubMedCentral
10.
go back to reference Wanless D. Securing our future health: taking a long-term view. final report. London: The Public Enquiry Unit; 2002. Wanless D. Securing our future health: taking a long-term view. final report. London: The Public Enquiry Unit; 2002.
12.
go back to reference Wilson DM, Thurston A, Lichlyter B. Should the oldest-old be admitted to the intensive care unit and receive advanced life-supporting care? Crit Care Med. 2010;38(1):303–4.CrossRefPubMed Wilson DM, Thurston A, Lichlyter B. Should the oldest-old be admitted to the intensive care unit and receive advanced life-supporting care? Crit Care Med. 2010;38(1):303–4.CrossRefPubMed
13.
go back to reference Teno JM, Gozalo PL, Bynum JPW, Leland NE, Miller SC, Morden NE, et al. Change in end-of-life care for medicare beneficiaries. Site of death, place of care, and health care transitions in 2000, 2005, and 2009. JAMA J Am Med Assoc. 2013;309(5):470–7.CrossRef Teno JM, Gozalo PL, Bynum JPW, Leland NE, Miller SC, Morden NE, et al. Change in end-of-life care for medicare beneficiaries. Site of death, place of care, and health care transitions in 2000, 2005, and 2009. JAMA J Am Med Assoc. 2013;309(5):470–7.CrossRef
14.
go back to reference Boumendil A, Angus DC, Guitonneau AL, Menn AM, Ginsburg C, Takun K, et al. Variability of intensive care admission decisions for the very elderly. PLoS One. 2012;7(4):10–8.CrossRef Boumendil A, Angus DC, Guitonneau AL, Menn AM, Ginsburg C, Takun K, et al. Variability of intensive care admission decisions for the very elderly. PLoS One. 2012;7(4):10–8.CrossRef
15.
go back to reference Hinkle LJ, Bosslet GT, Torke AM. Factors associated with family satisfaction with End-of-life care in the ICU. Chest J. 2015;147(1):82.CrossRef Hinkle LJ, Bosslet GT, Torke AM. Factors associated with family satisfaction with End-of-life care in the ICU. Chest J. 2015;147(1):82.CrossRef
16.
go back to reference Martikainen P, Murphy M, Metsä-Simola N, Häkkinen U, Moustgaard H. Seven-year hospital and nursing home care use according to age and proximity to death: variations by cause of death and socio-demographic position. J Epidemiol Community Health. 2012;66(12):1152–8.CrossRefPubMed Martikainen P, Murphy M, Metsä-Simola N, Häkkinen U, Moustgaard H. Seven-year hospital and nursing home care use according to age and proximity to death: variations by cause of death and socio-demographic position. J Epidemiol Community Health. 2012;66(12):1152–8.CrossRefPubMed
17.
go back to reference Mackenbach JP, Stirbu I, Roskam A-J, Schaap MM, Menivelle G, Leinsalu M, et al. Socioeconomic inequalities in health in 22 European Countries. N Engl J Med. 2008;358:2468–81.CrossRefPubMed Mackenbach JP, Stirbu I, Roskam A-J, Schaap MM, Menivelle G, Leinsalu M, et al. Socioeconomic inequalities in health in 22 European Countries. N Engl J Med. 2008;358:2468–81.CrossRefPubMed
18.
go back to reference Faeh D, Bopp M. Educational inequalities in mortality and associated risk factors: German- versus French-speaking Switzerland. BMC Public Health. 2010;10:567.CrossRefPubMedPubMedCentral Faeh D, Bopp M. Educational inequalities in mortality and associated risk factors: German- versus French-speaking Switzerland. BMC Public Health. 2010;10:567.CrossRefPubMedPubMedCentral
19.
go back to reference Huisman M, Kunst AE, Bopp M, Borgan J-K, Borrell C, Costa G, et al. Educational inequalities in cause-specific mortality in middle-aged and older men and women in eight western European populations. Lancet. 2005;365(9458):493–500.CrossRefPubMed Huisman M, Kunst AE, Bopp M, Borgan J-K, Borrell C, Costa G, et al. Educational inequalities in cause-specific mortality in middle-aged and older men and women in eight western European populations. Lancet. 2005;365(9458):493–500.CrossRefPubMed
20.
go back to reference Hedinger D, Braun J, Zellweger U, Kaplan V, Bopp M. Moving to and dying in a nursing home depends not only on health - An analysis of socio-Demographic Determinants of Place of Death in Switzerland. PLoS One. 2014;9(11):e113236.CrossRefPubMedPubMedCentral Hedinger D, Braun J, Zellweger U, Kaplan V, Bopp M. Moving to and dying in a nursing home depends not only on health - An analysis of socio-Demographic Determinants of Place of Death in Switzerland. PLoS One. 2014;9(11):e113236.CrossRefPubMedPubMedCentral
21.
go back to reference Beng AKL, Fong CW, Shum E, Goh CR, Goh KT, Chew SK. Where the elderly die: the influence of socio-demographic factors and cause of death on people dying at home. Ann Acad Med. 2009;38(8):676–83. Beng AKL, Fong CW, Shum E, Goh CR, Goh KT, Chew SK. Where the elderly die: the influence of socio-demographic factors and cause of death on people dying at home. Ann Acad Med. 2009;38(8):676–83.
22.
go back to reference Goodman DC, Elliott FS, Chang C. After hospitalization: a Dartmouth atlas report on post-acute care for medicare beneficiaries. The Darthmouth atlas project. 2011. Goodman DC, Elliott FS, Chang C. After hospitalization: a Dartmouth atlas report on post-acute care for medicare beneficiaries. The Darthmouth atlas project. 2011.
23.
go back to reference Insam C, Paccaud F, Marques-Vidal P. The region makes the difference: disparities in management of acute myocardial infarction within Switzerland. Eur J Prev Cardiol. 2014;21:541–8.CrossRefPubMed Insam C, Paccaud F, Marques-Vidal P. The region makes the difference: disparities in management of acute myocardial infarction within Switzerland. Eur J Prev Cardiol. 2014;21:541–8.CrossRefPubMed
24.
go back to reference Bopp M, Spoerri A, Zwahlen M, Gutzwiller F, Paccaud F, Braun-Fahrländer C, et al. Cohort profile: the Swiss National Cohort-a longitudinal study of 6.8 million people. Int J Epidemiol. 2009;38(2):379–84.CrossRefPubMed Bopp M, Spoerri A, Zwahlen M, Gutzwiller F, Paccaud F, Braun-Fahrländer C, et al. Cohort profile: the Swiss National Cohort-a longitudinal study of 6.8 million people. Int J Epidemiol. 2009;38(2):379–84.CrossRefPubMed
25.
go back to reference Swiss Federal Statistical Office. Medizinische Statistik der Krankenhäuser 2011 - Standardtabellen. Neuenburg: Swiss Federal Statistical Office; 2013. Swiss Federal Statistical Office. Medizinische Statistik der Krankenhäuser 2011 - Standardtabellen. Neuenburg: Swiss Federal Statistical Office; 2013.
26.
go back to reference Hedinger D, Haemmig O, Braun J, Bopp M. Social determinants of duration of last nursing home stay at the end of life in Switzerland: a retrospective cohort study. BMC Geriatrics 2015;15:114. Hedinger D, Haemmig O, Braun J, Bopp M. Social determinants of duration of last nursing home stay at the end of life in Switzerland: a retrospective cohort study. BMC Geriatrics 2015;15:114.
27.
go back to reference O’Halloran J, Miller GC, Britt H. Defining chronic conditions for primary care with ICPC-2. Fam Pract. 2004;21(4):381–6.CrossRefPubMed O’Halloran J, Miller GC, Britt H. Defining chronic conditions for primary care with ICPC-2. Fam Pract. 2004;21(4):381–6.CrossRefPubMed
28.
go back to reference Hilbe JM. Negative binomial regression. Cambridge: Cambridge University Press; 2007.CrossRef Hilbe JM. Negative binomial regression. Cambridge: Cambridge University Press; 2007.CrossRef
29.
go back to reference Fischer S, Bosshard G, Faisst K, Tschopp A, Fischer J, Bär W, et al. Swiss doctors’ attitudes towards end-of-life decisions and their determinants. A comparison of three language regions. Swiss Med Wkly. 2005;135:370–6. Fischer S, Bosshard G, Faisst K, Tschopp A, Fischer J, Bär W, et al. Swiss doctors’ attitudes towards end-of-life decisions and their determinants. A comparison of three language regions. Swiss Med Wkly. 2005;135:370–6.
30.
go back to reference Ishikawa Y, Fukui S, Saito T, Fujita J, Watanabe M, Yoshiuchi K. Family preference for place of death mediates the relationship between patient preference and actual place of death: a nationwide retrospective cross-sectional study. PLoS One. 2013;8(3):e56848.CrossRefPubMedPubMedCentral Ishikawa Y, Fukui S, Saito T, Fujita J, Watanabe M, Yoshiuchi K. Family preference for place of death mediates the relationship between patient preference and actual place of death: a nationwide retrospective cross-sectional study. PLoS One. 2013;8(3):e56848.CrossRefPubMedPubMedCentral
31.
go back to reference Teno JM, Clarridge BR, Casey V, Welch LC, Wetle T, Shield R, et al. Family perspectives on end-of-life care at the last place of care. JAMA J Am Med Assoc. 2004;291(1):88–93.CrossRef Teno JM, Clarridge BR, Casey V, Welch LC, Wetle T, Shield R, et al. Family perspectives on end-of-life care at the last place of care. JAMA J Am Med Assoc. 2004;291(1):88–93.CrossRef
32.
go back to reference Van den Block L, Deschepper R, Drieskens K, Bauwens S, Bilsen J, Bossuyt N, et al. Hospitalisations at the end of life: using a sentinel surveillance network to study hospital use and associated patient, disease and healthcare factors. BMC Health Serv Res. 2007;7:69.CrossRefPubMed Van den Block L, Deschepper R, Drieskens K, Bauwens S, Bilsen J, Bossuyt N, et al. Hospitalisations at the end of life: using a sentinel surveillance network to study hospital use and associated patient, disease and healthcare factors. BMC Health Serv Res. 2007;7:69.CrossRefPubMed
33.
go back to reference Gomes B, Calanzani N, Curiale V, Mccrone P, Higginson I. Effectiveness and cost-effectiveness of home palliative care services for adults with advanced illness and their caregivers. Cochrane Database Syst Rev. 2014;6:CD007760. Gomes B, Calanzani N, Curiale V, Mccrone P, Higginson I. Effectiveness and cost-effectiveness of home palliative care services for adults with advanced illness and their caregivers. Cochrane Database Syst Rev. 2014;6:CD007760.
34.
go back to reference Miccinesi G, Crocetti E, Morino P, Fallai M, Piazza M, Cavallini V, et al. Palliative home care reduces time spent in hospital wards: a population-based study in the Tuscany Region, Italy. Cancer Causes Control. 2003;14(10):971–7.CrossRefPubMed Miccinesi G, Crocetti E, Morino P, Fallai M, Piazza M, Cavallini V, et al. Palliative home care reduces time spent in hospital wards: a population-based study in the Tuscany Region, Italy. Cancer Causes Control. 2003;14(10):971–7.CrossRefPubMed
35.
go back to reference Centeno C, Clark D, Lynch T, Racafort J, Praill D, De Lima L, et al. Facts and indicators on palliative care development in 52 countries of the WHO European region: results of an EAPC task force. Palliat Med. 2007;21(6):463–71.CrossRefPubMed Centeno C, Clark D, Lynch T, Racafort J, Praill D, De Lima L, et al. Facts and indicators on palliative care development in 52 countries of the WHO European region: results of an EAPC task force. Palliat Med. 2007;21(6):463–71.CrossRefPubMed
36.
go back to reference Baker M, Luce J, Bosslet GT. Integration of palliative care services in the intensive care unit. Clin Chest Med. 2015;36(3):441–8. Elsevier Inc.CrossRefPubMed Baker M, Luce J, Bosslet GT. Integration of palliative care services in the intensive care unit. Clin Chest Med. 2015;36(3):441–8. Elsevier Inc.CrossRefPubMed
37.
go back to reference Swiss Federal Statistical Office. Inventar der Datensituation über Palliative Care. Neuenburg: Swiss Federal Statistical Office; 2012. Swiss Federal Statistical Office. Inventar der Datensituation über Palliative Care. Neuenburg: Swiss Federal Statistical Office; 2012.
38.
go back to reference Bayer-Oglesby L, Höpflinger F. Statistische Grundlagen zur regionalen Pflegeheimplanung in der Schweiz. Methodik und kantonale Kennzahlen. Neuenburg: Obsan; 2010. Bayer-Oglesby L, Höpflinger F. Statistische Grundlagen zur regionalen Pflegeheimplanung in der Schweiz. Methodik und kantonale Kennzahlen. Neuenburg: Obsan; 2010.
39.
go back to reference Fischer S, Bosshard G, Zellweger U, Faisst K. Der Sterbeort: “Wo sterben die Menschen heute in der Schweiz?”. Z Gerontol Geriatr. 2004;37(6):467–74.CrossRefPubMed Fischer S, Bosshard G, Zellweger U, Faisst K. Der Sterbeort: “Wo sterben die Menschen heute in der Schweiz?”. Z Gerontol Geriatr. 2004;37(6):467–74.CrossRefPubMed
Metadata
Title
Determinants of aggregate length of hospital stay in the last year of life in Switzerland
Authors
Damian Hedinger
Julia Braun
Vladimir Kaplan
Matthias Bopp
for the Swiss National Cohort Study Group
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2016
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-016-1725-7

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