Table 3 Demographic, administrative, clinical, and comorbidity characteristics of mental and behavioral disorders.

From: Predicting mental health disparities using machine learning for African Americans in Southeastern Virginia

 

MAD

SSDD

MBD

NSRS

Female, %

54.54

37.97

31.93

56.5

Age, Mean ± SD

39.76 ± 15

39.64 ± 15

46.63 ± 13

38.00 ± 15

Insurance, %

    

Medicare

19.37

34.21

21.34

18.13

Medicaid

19.26

19.11

26.08

19.64

Self-pay

7.96

3.24

13.89

10.78

Other insurance

19.15

13.57

16.59

18.13

Admission type, %

    

Emergency department

60.89

67.47

71.28

61.03

Urgent care

14.16

15.09

16.5

19.44

Elective

24.85

17.34

11.97

18.93

Admission source, %

    

Non-healthcare facility

47.52

50.75

54.5

53.7

Clinic/physician’s office

9.31

6.8

9.69

8.86

Court/law enforcement

26.18

24.01

20.29

16.79

Discharge status, %

    

Home or self-care

88.9

87.41

86.33

86.33

Organized home care

1.04

1.01

1.82

1.31

With primary procedure, %

21.27

19.71

46.55

47.94

With complications, %

0.09

0.03

0.16

0.7

Comorbidity, %

    

0

23.23

28.24

24.01

25.88

1

29.25

32.32

22.25

22.26

2

22.94

21.04

19.55

20.34

3

14.19

10.2

14.99

13.7

4

6.37

4.88

8.33

9.47

5+

4.01

3.33

10.37

8.36

Diabetes with chronic complications

4.21

2.73

4.37

6.24

Renal failure

1.91

1.35

2.86

3.63

Obesity

7.88

7.03

4.93

11.98

Fluid and electrolyte disorders

2.93

2.83

18.86

6.65

Deficiency anemias

6.4

5.81

10.91

7.05

Length of stay (LOS), Mean ± SD

5.99 ± 5

8.54 ± 8

4.93 ± 4

3.68 ± 3

Pre-operative (Op) LOS, Mean ± SD

1.01 ± 3

1.54 ± 3

0.63 ± 2

0.71 ± 2

Post-Op LOS, Mean ± SD

5.03 ± 4

6.81 ± 7

4.24 ± 4

3.45 ± 3

City, %

    

Norfolk

18.92

22.77

27.66

20.64

Newport News

17.09

16.93

10.43

14.4

Virginia Beach

11.83

13.39

13.95

17.22

Chesapeake

11.37

12.06

13.58

11.18

Hampton

12.45

11.85

7.57

10.78