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Table 5 Prevalence of selected diseases among predicted top user groups by five risk adjustment models at three outcome thresholds

From: Comparison of alternative risk adjustment measures for predictive modeling: high risk patient case finding using Taiwan's National Health Insurance claims

 

Actual Top Users

Model 1:

Demographics

Model 2:

ACGs & Demographics

Model 3:

ADGs, 19 EDCs & Demographics

Model 4:

2002 Expenditures & Demographics

Model 5:

ADGs, 19 EDCs, 2002 Expenditures & Demographics

2003 Top 0.5% predicted user

# of Conditions

0.963

0.988

1.329

1.238

1.160

1.251

Asthma

7.85%

9.27%

12.76%

8.37%

10.25%

8.79%

Hypertension

42.98%

45.56%

55.14%

57.32%

50.82%

54.81%

Depression

6.20%

1.93%

5.35%

3.35%

7.79%

7.95%

Diabetes

21.07%

19.31%

27.57%

33.89%

27.46%

33.05%

COPD

18.18%

22.78%

32.10%

20.92%

19.67%

20.50%

2003 Top 1% predicted user

# of Conditions

0.967

0.971

1.351

1.256

1.270

1.271

Asthma

9.55%

7.61%

14.02%

10.26%

11.99%

11.81%

Hypertension

41.67%

46.91%

55.46%

54.33%

53.05%

52.95%

Depression

6.50%

2.67%

7.63%

7.85%

6.71%

8.76%

Diabetes

20.93%

20.16%

27.84%

30.38%

29.27%

31.57%

COPD

18.09%

19.75%

30.10%

22.74%

26.02%

22.00%

2003 Top 5% predicted user

# of Conditions

1.030

0.981

1.283

1.459

1.288

1.425

Asthma

9.00%

7.50%

11.84%

12.52%

10.39%

12.17%

Hypertension

44.83%

48.38%

57.99%

66.33%

59.73%

64.45%

Depression

6.24%

2.40%

6.13%

8.40%

6.00%

8.30%

Diabetes

26.27%

21.14%

26.78%

34.53%

29.88%

34.32%

COPD

16.62%

18.70%

25.54%

24.13%

22.85%

23.22%