Skip to main content
Top
Published in: BMC Health Services Research 1/2017

Open Access 01-12-2017 | Research article

Service use of older people who participate in primary care health promotion: a latent class analysis

Authors: John A. Ford, Kalpa Kharicha, Caroline S. Clarke, Allan Clark, Steve Iliffe, Claire Goodman, Jill Manthorpe, Nick Steel, Kate Walters

Published in: BMC Health Services Research | Issue 1/2017

Login to get access

Abstract

Background

Recruiting patients to health promotion programmes who will benefit is crucial to success. A key policy driver for health promotion in older people is to reduce health and social care use. Our aim was to describe service use among older people taking part in the Multi-dimensional Risk Appraisal for Older people primary care health promotion programme.

Methods

A random sample of 1 in 3 older people (≥65 years old) was invited to participate in the Multi-dimensional Risk Appraisal for Older people project across five general practices in London and Hertfordshire. Data collected included socio-demographic characteristics, well-being and functional ability, lifestyle factors and service use.
Latent class analysis (LCA) was used to identify groups based on use of the following: secondary health care, primary health care, community health care, paid care, unpaid care, leisure and local authority resources. Differences in group characteristics were assessed using univariate logistic regression, weighted by probability of class assignation and clustered by GP practice.

Results

Response rate was 34% (526/1550) with 447 participants presenting sufficient data for analysis. LCA using three groups gave the most meaningful interpretation and best model fit. About a third (active well) were fit and active with low service use. Just under a third (high NHS users) had high impairments with high primary, secondary and community health care contact, but low non-health services use. Just over a third (community service users) with high impairments used community health and other services without much hospital use.

Conclusion

Older people taking part in the Multi-dimensional Risk Appraisal for Older people primary care health promotion can be described as three groups: active well, high NHS users, and community service users.
Literature
1.
go back to reference Holmes P, Rossall P. The Case for Healthy Ageing: Why it needs to be made. London: Help the Aged; 2008. Holmes P, Rossall P. The Case for Healthy Ageing: Why it needs to be made. London: Help the Aged; 2008.
2.
go back to reference World Health Organisation. Active Ageing: A Policy Framework. Geneva: WHO; 2002. World Health Organisation. Active Ageing: A Policy Framework. Geneva: WHO; 2002.
3.
go back to reference Beswick AD, Rees K, Dieppe P, Ayis S, Gooberman-Hill R, Horwood J, Ebrahim S. Complex interventions to improve physical function and maintain independent living in elderly people: a systematic review and meta-analysis. Lancet. 2008;371(9614):725–35.CrossRefPubMedPubMedCentral Beswick AD, Rees K, Dieppe P, Ayis S, Gooberman-Hill R, Horwood J, Ebrahim S. Complex interventions to improve physical function and maintain independent living in elderly people: a systematic review and meta-analysis. Lancet. 2008;371(9614):725–35.CrossRefPubMedPubMedCentral
4.
go back to reference Haak M, Fange A, Iwarsson S, Ivanoff SD. Home as a signification of independence and autonomy: experiences among very old Swedish people. Scan J Occup Ther. 2007;14(1):16–24.CrossRef Haak M, Fange A, Iwarsson S, Ivanoff SD. Home as a signification of independence and autonomy: experiences among very old Swedish people. Scan J Occup Ther. 2007;14(1):16–24.CrossRef
5.
go back to reference Swedish National Institute of Public Health. Healthy Ageing: A Challenge for Europe. Stockholm: Swedish National Institute of Public Health; 2007. Swedish National Institute of Public Health. Healthy Ageing: A Challenge for Europe. Stockholm: Swedish National Institute of Public Health; 2007.
6.
go back to reference McInnes E, Askie L. Evidence review on older people's views and experiences of falls prevention strategies. Worldviews Evid Based Nurs. 2004;1(1):20–37.CrossRefPubMed McInnes E, Askie L. Evidence review on older people's views and experiences of falls prevention strategies. Worldviews Evid Based Nurs. 2004;1(1):20–37.CrossRefPubMed
7.
go back to reference Skelton DA, Beyer N. Exercise and injury prevention in older people. Scand J Med Sci Sports. 2003;13(1):77–85.CrossRefPubMed Skelton DA, Beyer N. Exercise and injury prevention in older people. Scand J Med Sci Sports. 2003;13(1):77–85.CrossRefPubMed
9.
go back to reference Iliffe S, Kendrick D, Morris R, Masud T, Gage H, Skelton D, Dinan S, Bowling A, Griffin M, Haworth D, et al. Multicentre cluster randomised trial comparing a community group exercise programme and home-based exercise with usual care for people aged 65 years and over in primary care. HTA. 2014;18(49):1–105.PubMedPubMedCentral Iliffe S, Kendrick D, Morris R, Masud T, Gage H, Skelton D, Dinan S, Bowling A, Griffin M, Haworth D, et al. Multicentre cluster randomised trial comparing a community group exercise programme and home-based exercise with usual care for people aged 65 years and over in primary care. HTA. 2014;18(49):1–105.PubMedPubMedCentral
10.
go back to reference Stuck AE, Kharicha K, Dapp U, Anders J, von Renteln-Kruse W, Meier-Baumgartner HP, Iliffe S, Harari D, Bachmann MD, Egger M, et al. The PRO-AGE study: an international randomised controlled study of health risk appraisal for older persons based in general practice. BMC Med Res Methodol. 2007;7:2.CrossRefPubMedPubMedCentral Stuck AE, Kharicha K, Dapp U, Anders J, von Renteln-Kruse W, Meier-Baumgartner HP, Iliffe S, Harari D, Bachmann MD, Egger M, et al. The PRO-AGE study: an international randomised controlled study of health risk appraisal for older persons based in general practice. BMC Med Res Methodol. 2007;7:2.CrossRefPubMedPubMedCentral
11.
go back to reference Stuck AE, Moser A, Morf U, Wirz U, Wyser J, Gillmann G, Born S, Zwahlen M, Iliffe S, Harari D, et al. Effect of Health Risk Assessment and Counselling on Health Behaviour and Survival in Older People: A Pragmatic Randomised Trial. PLoS Med. 2015;12(10):e1001889.CrossRefPubMedPubMedCentral Stuck AE, Moser A, Morf U, Wirz U, Wyser J, Gillmann G, Born S, Zwahlen M, Iliffe S, Harari D, et al. Effect of Health Risk Assessment and Counselling on Health Behaviour and Survival in Older People: A Pragmatic Randomised Trial. PLoS Med. 2015;12(10):e1001889.CrossRefPubMedPubMedCentral
12.
go back to reference Iliffe S, Kharicha K, Harari D, Swift C, Goodman C, Manthorpe J. User involvement in the development of a health promotion technology for older people: findings from the SWISH project. Health Soc Care Community. 2010;18(2):147–59.CrossRefPubMed Iliffe S, Kharicha K, Harari D, Swift C, Goodman C, Manthorpe J. User involvement in the development of a health promotion technology for older people: findings from the SWISH project. Health Soc Care Community. 2010;18(2):147–59.CrossRefPubMed
13.
go back to reference Iliffe S, Kharicha K, Harari D, Swift C, Stuck AE. Health risk appraisal for older people in general practice using an expert system: a pilot study. Health Soc Care Community. 2005;13(1):21–9.CrossRefPubMed Iliffe S, Kharicha K, Harari D, Swift C, Stuck AE. Health risk appraisal for older people in general practice using an expert system: a pilot study. Health Soc Care Community. 2005;13(1):21–9.CrossRefPubMed
14.
go back to reference Bush K, Kivlahan DR, McDonell MB, Fihn SD, Bradley KA. for the Ambulatory Care Quality Improvement P. The audit alcohol consumption questions (audit-c): An effective brief screening test for problem drinking. Arch Intern Med. 1998;158(16):1789–95.CrossRefPubMed Bush K, Kivlahan DR, McDonell MB, Fihn SD, Bradley KA. for the Ambulatory Care Quality Improvement P. The audit alcohol consumption questions (audit-c): An effective brief screening test for problem drinking. Arch Intern Med. 1998;158(16):1789–95.CrossRefPubMed
15.
go back to reference Gierveld JDJ, Tilburg TV. A 6-Item Scale for Overall, Emotional, and Social Loneliness: Confirmatory Tests on Survey Data. Res Aging. 2006;28(5):582–98.CrossRef Gierveld JDJ, Tilburg TV. A 6-Item Scale for Overall, Emotional, and Social Loneliness: Confirmatory Tests on Survey Data. Res Aging. 2006;28(5):582–98.CrossRef
16.
go back to reference Ware Jr J, Kosinski M, Keller SD. A 12-Item Short-Form Health Survey: construction of scales and preliminary tests of reliability and validity. Med Care. 1996;34(3):220–33.CrossRefPubMed Ware Jr J, Kosinski M, Keller SD. A 12-Item Short-Form Health Survey: construction of scales and preliminary tests of reliability and validity. Med Care. 1996;34(3):220–33.CrossRefPubMed
17.
go back to reference Lubben JE. Assessing social networks among elderly populations. Fam Community Health. 1988;11(3):42–52.CrossRef Lubben JE. Assessing social networks among elderly populations. Fam Community Health. 1988;11(3):42–52.CrossRef
18.
go back to reference Formann AK, Kohlmann T. Latent class analysis in medical research. Stat Methods in Med Res. 1996;5(2):179–211.CrossRef Formann AK, Kohlmann T. Latent class analysis in medical research. Stat Methods in Med Res. 1996;5(2):179–211.CrossRef
19.
go back to reference StataCorp. Stata Statistical Software. Release 13. College Station: StataCorp LP; 2013. StataCorp. Stata Statistical Software. Release 13. College Station: StataCorp LP; 2013.
20.
go back to reference The Methodology Center. LCA Stata Plugin. University Park. Version 1.2 edn. Pennsylvania. 2015. The Methodology Center. LCA Stata Plugin. University Park. Version 1.2 edn. Pennsylvania. 2015.
21.
go back to reference Goodman LA. On the Assignment of Individuals to Latent Classes. Sociol Methodol. 2007;37(1):1–22.CrossRef Goodman LA. On the Assignment of Individuals to Latent Classes. Sociol Methodol. 2007;37(1):1–22.CrossRef
22.
go back to reference Bakk Z, Oberski DL, Vermunt JK. Relating Latent Class Assignments to External Variables: Standard Errors for Correct Inference. Polit. Anal. 2014;22(4):520–40. Bakk Z, Oberski DL, Vermunt JK. Relating Latent Class Assignments to External Variables: Standard Errors for Correct Inference. Polit. Anal. 2014;22(4):520–40.
23.
go back to reference Bray BC, Lanza ST, Tan X. Eliminating Bias in Classify-Analyze Approaches for Latent Class Analysis. Struct Equ Modeling. 2015;22(1):1–11.CrossRefPubMed Bray BC, Lanza ST, Tan X. Eliminating Bias in Classify-Analyze Approaches for Latent Class Analysis. Struct Equ Modeling. 2015;22(1):1–11.CrossRefPubMed
24.
go back to reference Hastings SN, Whitson HE, Sloane R, Landerman LR, Horney C, Johnson KS. Using the past to predict the future: latent class analysis of patterns of health service use of older adults in the emergency department. J Am Geriatr Soc. 2014;62(4):711–5.CrossRefPubMedPubMedCentral Hastings SN, Whitson HE, Sloane R, Landerman LR, Horney C, Johnson KS. Using the past to predict the future: latent class analysis of patterns of health service use of older adults in the emergency department. J Am Geriatr Soc. 2014;62(4):711–5.CrossRefPubMedPubMedCentral
26.
go back to reference Adler NE, Newman K. Socioeconomic Disparities In Health: Pathways And Policies. Health Aff. 2002;21(2):60–76.CrossRef Adler NE, Newman K. Socioeconomic Disparities In Health: Pathways And Policies. Health Aff. 2002;21(2):60–76.CrossRef
27.
go back to reference Marmot M. Fair society, healthy lives: the Marmot Review strategic review of health inequalities in England post-2010. London: The Marmot Review; 2010. Marmot M. Fair society, healthy lives: the Marmot Review strategic review of health inequalities in England post-2010. London: The Marmot Review; 2010.
Metadata
Title
Service use of older people who participate in primary care health promotion: a latent class analysis
Authors
John A. Ford
Kalpa Kharicha
Caroline S. Clarke
Allan Clark
Steve Iliffe
Claire Goodman
Jill Manthorpe
Nick Steel
Kate Walters
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2017
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/s12913-017-2122-6

Other articles of this Issue 1/2017

BMC Health Services Research 1/2017 Go to the issue