Skip to main content

Table 1 Cluster characteristics

From: A quantitative evidence base for population health: applying utilization-based cluster analysis to segment a patient population

 

Cluster

Population mean

1

2

3

4

5

6

7

8

Care utilization

 Number of non-elective inpatient admissions per year, mean

0.01a

0.01b

0.34a

0.00a

0.01b

0.44a

0.00a

0.45a

0.08

 Number of elective inpatient admissions per year, mean

0.01a

0.01a

0.07a

0.13a

0.02a

0.58a

0.38a

0.34a

0.13

 Number of outpatient attendances per year, mean

0.16b

0.09b

1.90b

1.65b

0.29a

5.58a

3.60a

3.99a

1.43

 Number of GP practice visits per year, mean

0.38a

2.13a

5.54a

3.40a

6.40a

13.24a

10.06b

12.14b

5.07

 Number of GP home visits per year, mean

0.00a

0.01a

0.02b

0.01a

0.03b

0.06a

0.05a

1.94a

0.06

 Number of prescriptions per year, mean

0.17a

1.66a

7.40a

3.04a

21.21a

55.62a

39.78a

86.96a

15.93

Patient characteristics

 Age at end of study period, mean

36.0a

34.4a

37.8a

39.1a

53.0a

61.4a

62.1a

77.1a

45.1

 Proportion in residential care, %

0.0a

0.0a

1.0a

0.0a

1.0a

2.0a

2.0a

16.0a

1.0

 Predicted risk of an emergency admission in 2012, %

2.7b

2.8b

5.3a

3.2a

4.3a

16.2a

6.7a

22.3a

5.2

 Townsend Deprivation Index, %

  1 (affluent)

24.1b

26.7a

21.7c

25.2b

25.8b

20.9c

24.1b

21.1c

24.7

  2

22.0c

22.9

21.0c

23.7

23.8

22.0

24.1

22.4

23.0

  3

21.1

20.9

20.8

20.7

20.9

21.2

21.6

22.2

21.0

  4

19.3

18.1

20.9c

18.7

18.3

21.0c

18.6

20.9

19.0

  5 (deprived)

13.4b

11.3

15.7

b

11.7

11.3

14.9c

11.6

13.4c

12.4

Disease prevalence

 Number of long-term conditions, mean

0.0a

0.1a

0.3a

0.1a

0.3a

1.3a

0.7a

1.7a

0.3

 Prevalence of AMI, %

0.0c

0.0c

1.7b

0.0c

0.5a

13.3b

1.9b

14.0b

1.7

 Prevalence of asthma, %

0.4a

3.9a

12.0a

5.6a

15.0a

23.6a

16.8a

20.6a

9.6

 Prevalence of cancer, %

0.1b

0.2b

1.7a

2.8a

1.0a

14.7b

10.9a

14.0b

3.5

 Prevalence of cerebrovascular disease, %

0.0c

0.1c

2.1a

0.1c

0.7a

8.9a

1.5a

15.9a

1.5

 Prevalence of congestive heart failure, %

0.0c

0.0c

0.5a

0.0c

0.2a

6.8a

0.8a

11.9a

0.9

 Prevalence of COPD, %

0.1b

0.1b

1.3a

0.4a

0.9a

10.4a

3.1a

15.1a

1.8

 Prevalence of dementia, %

0.0b

0.0b

0.3b

0.0a

0.2b

1.7a

0.6a

10.5a

0.5

 Prevalence of diabetes, %

0.0a

0.3a

2.5a

0.6a

8.4a

19.4b

15.4a

20.8b

5.6

 Prevalence of HIV/AIDS, %

0.0

0.0

0.0

0.0

0.0

0.0

0.0

0.0

0.0

 Prevalence of learning disabilities, %

0.0

0.0

0.0

0.0

0.0

0.2b

0.1

0.3b

0.0

 Prevalence of liver disease, %

0.0c

0.0b

0.2b

0.1b

0.0c

1.0a

0.4c

0.6b

0.2

 Prevalence of mental health conditions, %

0.0c

0.0c

0.7a

0.1

0.1b

1.9b

0.4a

1.8b

0.3

 Prevalence of paraplegia, %

0.0c

0.0b

0.2b

0.0c

0.0b

1.3a

0.1b

3.1a

0.2

 Prevalence of peptic ulcer, %

0.0b

0.0b

0.5a

0.1b

0.2b

2.8b

0.9a

2.7b

0.5

 Prevalence of peripheral vascular disease, %

0.0b

0.0b

0.6a

0.1a

0.3a

5.4a

1.7a

7.5a

0.9

 Prevalence of renal disease, %

0.0a

0.2a

1.3a

0.6a

4.0a

13.9a

8.5a

24.3a

3.5

 Prevalence of rheumatic disease, %

0.0a

0.1a

0.6b

0.3a

0.7b

5.4a

3.8a

6.6a

1.2

  1. Legend: a: Significantly different from all 7 other clusters; b: Significantly different from 6 other clusters; c: Significantly different from 5 other clusters; All at 0.05/7 = 0.007 significance level (Bonferroni adjustment). All variables are significantly different across clusters at a <0.000 significance level using ANOVA, Kruskal-Wallis, or Chi Square tests