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Future hospital service utilisation in older adults living in long-term residential aged care or the community hospitalised with a fall-related injury

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Abstract

Summary

This study identified group-based trajectories of hospitalisation for older adults who were living in residential aged care facilities (RACF) or the community for up to 4 years after an index fall injury hospitalisation. Greater than 3 subsequent fall injury hospitalisations and time until move to a RACF were key predictors of RACF and community-living trajectory group memberships, respectively.

Introduction

To examine hospital service use trajectories of people aged ≥ 65 years who had a fall injury hospitalisation and were either living in a residential aged care facility (RACF) or the community at the time of the index fall and to identify factors predictive of their trajectory group membership.

Method

A group-based trajectory analysis of hospitalisations of people aged ≥ 65 years who had a fall injury hospitalisation during 2008–2009 in New South Wales, Australia, was conducted. Linked hospitalisation and RACF data were examined for a 5-year period. Group-based trajectory models were derived based on number of subsequent hospital admissions following the index fall injury hospitalisation. Multinominal logistic regression examined predictors of trajectory group membership.

Results

There were 24,729 fall injury hospitalisations; 78.8% of fallers were living in the community and 21.2% in a RACF. Five distinct trajectory groups were identified for community-living and four trajectory groups for RACF residents. Key predictors of trajectory group membership for both community-living and RACF residents were age group, number of comorbidities and dementia status. For RACF residents, depression, assistance with activities of daily living and number of subsequent fall injury admissions were also predictors of group membership, with time to move to a RACF a predictor of group membership for community living.

Conclusions

Identifying trajectories of ongoing hospital use informs targeting of strategies to reduce hospital admissions and design of services to allow community-living individuals to remain as long as possible within their own residence.

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References

  1. Bergen G, Stevens M, Burns E (2016) Falls and fall injuries among adults aged ≥ 65 years—United States, 2014. MMWR Morb Mortal Wkly Rep 65(37):993–998

    PubMed  Google Scholar 

  2. Williams JS, Kowal P, Hestekin H, O’Driscoll T, Peltzer K, Yawson A et al (2015) Prevalence, risk factors and disability associated with fall-related injury in older adults in low-and middle-incomecountries: results from the WHO study on global AGEing and adult health (SAGE). BMC Med 13(1):147

    Google Scholar 

  3. Oden A, McCloskey EV, Kanis JA, Harvey NC, Johansson H (2015) Burden of high fracture probability worldwide: secular increases 2010–2040. Osteoporos Int 26(9):2243–2248

    CAS  PubMed  Google Scholar 

  4. Rapp K, Rothenbacher D, Magaziner J, Becker C, Benzinger P, König H-H et al (2015) Risk of nursing home admission after femoral fracture compared with stroke, myocardial infarction, and pneumonia. J Am Med Dir Assoc 16(8):715. e7–715. e12

    Google Scholar 

  5. Pfortmueller C, Lindner G, Exadaktylos A (2014) Reducing fall risk in the elderly: risk factors and fall prevention: a systematic review. Minerva Med 105(4):275–281

    CAS  PubMed  Google Scholar 

  6. Rosen T, Mack KA, Noonan RK (2013) Slipping and tripping: fall injuries in adults associated with rugs and carpets. J Inj Violence Res 5(1):61–69

    PubMed  PubMed Central  Google Scholar 

  7. Anstey K, von Sanden C, Luszcz M (2006) An 8-year prospective study of the relationship between cognitive performance and falling in very old adults. J Am Geriatr Soc 54:1169–1176

    PubMed  Google Scholar 

  8. Australian Institute of Health and Welfare (2012) People with dementia in hospitals in New South Wales, 2006–07. AIHW, Canberra

    Google Scholar 

  9. Morrison A, Fan T, Sen SS, Weisenfluh L (2013) Epidemiology of falls and osteoporotic fractures: a systematic review. Clinicoecon Outcomes Res 5:9–18

    PubMed  Google Scholar 

  10. Harrison J, Walesby K, Hamilton L, Armstrong C, Starr J, Reynish E et al (2017) Predicting discharge to institutional long-term care following acute hospitalisation: a systematic review and meta-analysis. Age Ageing 0:1–12

    Google Scholar 

  11. Luppa M, Luck T, Weyerer S, Konig H, Brahler E, Riedel-Heller S (2010) Prediction of instutionalization in the elderly. A systematic review. Age Ageing 39:31–38

    PubMed  Google Scholar 

  12. Whitehead PJ, Worthington EJ, Parry RH, Walker MF, Drummond AE (2015) Interventions to reduce dependency in personal activities of daily living in community dwelling adults who use homecare services: a systematic review. Clin Rehabil 29(11):1064–1076

    PubMed  PubMed Central  Google Scholar 

  13. Gray LC, Yeo MA, Duckett SJ (2004) Trends in the use of hospital beds by older people in Australia: 1993–2002. Med J Aust 181(9):478–481

    PubMed  Google Scholar 

  14. Seematter-Bagnoud L, Wietlisbach V, Yersin B, Bula C (2006) Healthcare utilization of elderly persons hospitalized after a noninjurious fall in a Swiss academic medical center. J Am Geriatr Soc 54(6):891–897

    PubMed  Google Scholar 

  15. Nagin D (2005) Group-based modeling of development. Harvard University Press, Massachusetts

    Google Scholar 

  16. Australian Institute of Health and Welfare (2014) Transition care for older people leaving hospital, 2005–06 to 2012–13. AIHW, Canberra

    Google Scholar 

  17. Commonwealth of Australia (2012) Aged care funding instrument (ACFI) user guide. Commonwealth of Australia: Canberra. Available from: https://agedcare.health.gov.au/funding/aged-care-subsidies-and-supplements/residential-care-subsidy/basic-subsidy-amount-aged-care-funding-instrument/aged-care-funding-instrument-acfi-user-guide. Accessed 15 April 2019

  18. Quan H, Li B, Couris C, Fushimi K, Graham P, Hider P et al (2011) Updating and validating the Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries. Am J Epidemiol 173(6):676–682

    PubMed  Google Scholar 

  19. Australian Bureau of Statistics (2011) Australian statistical geographical standard remoteness area. Australian Bureau of Statistics, Canberra

    Google Scholar 

  20. SAS Institute (2014) SAS: statistical software, version 9.4. SAS Institute, Cary

    Google Scholar 

  21. Jones B (2018) Traj. Group-based modeling of longitudinal data. Carnegie Mellon University, Pittsburgh

    Google Scholar 

  22. Deschodt M, Devriendt E, Sabbe M, Knockaert D, Deboutte P, Boonen S, Flamaing J, Milisen K (2015) Characteristics of older adults admitted to the emergency department (ED) and their risk factors for ED readmission based on comprehensive geriatric assessment: a prospective cohort study. BMC Geriatr 15(1):54

    PubMed  PubMed Central  Google Scholar 

  23. Friedman S, Steinwachs D, Rathouz P, Burton L, Mukamel D (2005) Characteristics predicting nursing home admission in the program of all-inclusive care for elderly people. The Gerontologist 45(2):157–166

    PubMed  Google Scholar 

  24. Wolinsky FD, Johnson RJ, Fitzgerald JF (1992) Falling, health status, and the use of health services by older adults: a prospective study. Med Care 30(7):587–597

    CAS  PubMed  Google Scholar 

  25. Hosmer D, Lemeshow S (2000) Applied logistic regression, 2nd edn. John Wiley & Sons, New York

    Google Scholar 

  26. Meeyai S (2016) Logistic regression with missing data: a comparison of handling methods, and effects of percent missing values. J Traffic Log Eng 4(2):128–134

    Google Scholar 

  27. Rubenstein L, Josephson K (2002) The epidemiology of falls and syncope. Clin Geriatr Med 18(2):141–158

    PubMed  Google Scholar 

  28. Roberts DC, McKay MP, Shaffer A (2008) Increasing rates of emergency department visits for elderly patients in the United States, 1993 to 2003. Ann Emerg Med 51(6):769–774

    PubMed  Google Scholar 

  29. Bartlett M, Wang J, Hay L, Pang G (2019) Health service use in the older person with complex health needs. Aust Health Rev 43(1):62–70

    PubMed  Google Scholar 

  30. Griffith LE, Gruneir A, Fisher K, Panjwani D, Gandhi S, Sheng L, Gafni A, Patterson C, Markle-Reid M, Ploeg J (2016) Patterns of health service use in community living older adults with dementia and comorbid conditions: a population-based retrospective cohort study in Ontario, Canada. BMC Geriatr 16(1):177

    PubMed  PubMed Central  Google Scholar 

  31. Lehnert T, Heider D, Leicht H, Heinrich S, Corrieri S, Luppa M, Riedel-Heller S, König HH (2011) Health care utilization and costs of elderly persons with multiple chronic conditions. Med Care Res Rev 68(4):387–420

    PubMed  Google Scholar 

  32. Badger TA (1998) Depression, physical health impairment and service use among older adults. Public Health Nurs 15(2):136–145

    CAS  PubMed  Google Scholar 

  33. Hollingworth SA, Lie DC, Siskind DJ, Byrne GJ, Hall WD, Whiteford HA (2011) Psychiatric drug prescribing in elderly Australians: time for action. Aust N Z J Psychiatry 45(9):705–708

    PubMed  Google Scholar 

  34. Callahan CM, Arling G, Tu W, Rosenman MB, Counsell SR, Stump TE, Hendrie HC (2012) Transitions in care for older adults with and without dementia. J Am Geriatr Soc 60(5):813–820

    PubMed  PubMed Central  Google Scholar 

  35. Cooper C, Lodwick R, Walters K, Raine R, Manthorpe J, Iliffe S et al (2016) Inequalities in receipt of mental and physical healthcare in people with dementia in the UK. Age Ageing 46(3):393–400

    PubMed Central  Google Scholar 

  36. Caplan GA, Meller A, Squires B, Chan S, Willett W (2006) Advance care planning and hospital in the nursing home. Age Ageing 35(6):581–585

    PubMed  Google Scholar 

  37. Laird RD, Studenski S, Perera S, Wallace D (2001) Fall history is an independent predictor of adverse health outcomes and utilization in the elderly. Am J Manag Care 7(12):1133–1138

    CAS  PubMed  Google Scholar 

  38. Kiel D, O'Sullivan P, Teno J, Mor V (1991) Health care utilization and functional status in the aged following a fall. Med Care 29(3):221–228

    CAS  PubMed  Google Scholar 

  39. Wong A, Elderkamp-de Groot R, Polder J, Exel J (2010) Predictors of long-term care utilization by Dutch hospital patients aged 65+. BMC Health Serv Res 10:110

    PubMed  PubMed Central  Google Scholar 

  40. Fong J, Mitchell O, Koh B (2015) Disaggregating activities of daily living limitations for predicting nursing home admission. HSR: Health Serv Res 50(2):560–578

    PubMed  Google Scholar 

  41. Banaszak-Hall J, Fendrick A, Foster N, Herzog A, Kabeto M, Kent D et al (2004) Predicting nursing home admission. Estimates from a 7-year follow-up of a nationally representative sample of older Americans. Alzheimer Dis Assoc Disord 18(2):83–89

    Google Scholar 

  42. Luppa M, Luck T, Matschinger H, König H-H, Riedel-Heller SG (2010) Predictors of nursing home admission of individuals without a dementia diagnosis before admission - results from the Leipzig Longitudinal Study of the Aged (LEILA 75+). BMC Health Serv Res 10(1):186

    PubMed  PubMed Central  Google Scholar 

  43. Henderson T, Shepheard J, Sundararajan V (2006) Quality of diagnosis and procedure coding in ICD-10 administrative data. Med Care 44(11):1011–1019

    PubMed  Google Scholar 

  44. Harvey L, Mitchell R, Brodaty H, Draper B, Close J (2016) Differing trends in fall-related fracture and non-fracture injuries in older people with and without dementia. Arch Gerontol Geriatr 67:61–67

    PubMed  Google Scholar 

  45. Testa L, Seah R, Ludlow K, Braithwaite J, Mitchell R (2019) Models of care that avoid or improve transitions to hospital services for residential aged care facility residents: an integrative review. Geriatric Nursing. inpress, p 1–13

  46. Low L-F, Yap M, Brodaty H (2011) A systematic review of different models of home and community care services for older persons. BMC Health Serv Res 11(1):93

    PubMed  PubMed Central  Google Scholar 

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Acknowledgements

The authors wish to thank the NSW Ministry of Health for providing access to the NSW hospitalisation data, the National Aged Care Data Clearinghouse for providing access to the Residential Aged Care data and the CHeReL for hospitalisation data extraction and the AIHW Data Linkage Unit for conducting the record linkage. The data were analysed within the Secure Unified Research Environment.

Funding

This research was part-funded by the Dementia Centre for Research Collaboration. R. Mitchell was supported by a career fellowship from the NSW Ministry of Health under the NSW Health Early-Mid Career Fellowships Scheme.

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Correspondence to R. Mitchell.

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Ethical approval was obtained from the NSW Population and Health Services Research Ethics Committee (2008/10/108) and the Australian Institute of Health and Welfare (AIHW) Human Research Ethics Committee (2015/1/159).

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Mitchell, R., Draper, B., Close, J. et al. Future hospital service utilisation in older adults living in long-term residential aged care or the community hospitalised with a fall-related injury. Osteoporos Int 30, 1995–2008 (2019). https://doi.org/10.1007/s00198-019-05096-2

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