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Table 1 Summary Statistics – Demographics, SES Proxies, Resource Utilizations, and Diagnosis

From: HealtheDataLab – a cloud computing solution for data science and advanced analytics in healthcare with application to predicting multi-center pediatric readmissions

Variables

Level

Not Readmitted

Readmitted

n (%) or mean (sd)

n (%) or mean (sd)

Gender

Male

311,260 (50.60)

45,338 (51.09)

Female

273,009 (44.38)

39,194 (44.17)

Unknown

30,861 (5.02)

4205 (4.74)

Race/ethnicity

White

304,559 (49.51)

36,807 (41.48)

Asian

9205 (1.50)

1163 (1.31)

Black/African American

144,376 (23.47)

14,833 (16.72)

Native American

6537 (1.06)

688 (0.78)

Hispanic

19,201 (3.12)

2120 (2.39)

Others/Unknown

131,252 (21.34)

33,126 (37.33)

Age

5.73 (6.00)

6.90 (5.95)

Admission type

Emergency

276,802 (45.00)

27,986 (31.54)

Elective

97,886 (15.91)

18,569 (20.93)

Urgent

120,468 (19.58)

15,880 (17.90)

Trauma

1521 (0.25)

51 (0.06)

Others

118,453 (19.26)

26,251 (29.58)

Admission source

Referral

247,863 (40.29)

36,602 (41.25)

Emergency/ER

105,515 (17.15)

9585 (10.80)

Transfer

134,410 (21.85)

10,618 (11.97)

Others

127,342 (20.70)

31,932 (35.98)

Length of stay

<  2 days

154,703 (25.15)

12,198 (13.75)

<  4 days

268,635 (43.67)

24,353 (27.44)

<  7 days

101,594 (16.52)

16,549 (18.65)

7 days or more

90,198 (14.66)

35,637 (40.16)

Previous visits

0

506,358 (82.32)

31,389 (35.37)

1

72,659 (11.81)

15,502 (17.47)

2

18,949 (3.08)

8895 (10.02)

3 or more

17,164 (2.79)

32,951 (37.13)

Previous maximum length of stay

<  2 days

524,932 (85.34)

36,463 (41.09)

<  4 days

34,051 (5.54)

7349 (8.28)

<  7 days

21,348 (3.47)

9670 (10.9)

7 or more

34,799 (5.66)

35,255 (39.73)

Previous ED

0

478,460 (77.78)

62,745 (70.71)

1

88,412 (14.37)

13,094 (14.76)

2

27,999 (4.55)

5347 (6.03)

3 or more

20,259 (3.29)

7551 (8.51)

Index visit is a readmission

Yes

52,355 (8.51)

43,633 (49.17)

No

562,775 (91.49)

45,104 (50.83)

Readmission history

0

587,646 (95.53)

50,463 (56.87)

1

14,808 (2.41)

8518 (9.60)

2

5127 (0.83)

5456 (6.15)

3 or more

7549 (1.23)

24,300 (27.38)

Diagnosis - ICD 10

 Bacterial infections

0.05 (0.27)

0.07 (0.39)

 Blood and blood organs

0.11 (0.50)

0.25 (0.77)

 Central Nervous System

0.20 (0.76)

0.25 (0.86)

 Cerebrovascular blood vessels

0.05 (0.47)

0.06 (0.52)

 Conditions from perinatal period

0.44 (1.98)

0.22 (1.52)

 Congenital and chromosomal

0.31 (1.28)

0.36 (1.55)

 Digestive

0.33 (1.23)

0.43 (1.40)

 Ear, mastoid process

0.05 (0.35)

0.03 (0.29)

 Endocrine

0.08 (0.56)

0.08 (0.58)

 External causes of morbidity

0.10 (0.52)

0.07 (0.39)

 Eye and adnexa

0.08 (0.80)

0.08 (0.77)

 Genitourinary

0.15 (0.68)

0.15 (0.64)

 Hypersensitivity

0.02 (0.19)

0.04 (0.28)

 Immune mechanisms

0.01 (0.13)

0.02 (0.22)

 Injury and poison

0.61 (8.44)

0.39 (5.45)

 Ischemic heart disease

0.00 (0.04)

0.00 (0.04)

 Malnutrition

0.01 (0.13)

0.02 (0.16)

 Mental, behavioral, neurodevelopmental

0.26 (1.49)

0.22 (1.08)

 Metabolic and other endocrine process

0.18 (0.67)

0.24 (0.92)

 Musculoskeletal and connective tissues

0.12 (0.62)

0.12 (0.61)

 Neoplasms

0.05 (0.32)

0.34 (0.87)

 Other heart diseases

0.04 (0.38)

0.06 (0.47)

 Overweight and hyperalimentation

0.01 (0.12)

0.01 (0.12)

 Pregnancy, childbirth, puerperium

0.08 (1.02)

0.04 (0.74)

 Pulmonary heart disease

0.03 (0.38)

0.04 (0.49)

 Respiratory

0.48 (1.14)

0.35 (1.05)

 Rheumatic fever

1.67 (0.02)

1.47 (0.01)

 Rheumatic heart disease

0.00 (0.08)

0.00 (0.10)

 Skin, subcutaneous tissues

0.14 (0.66)

0.11 (0.58)

 Symptoms, signs, and abnormal lab findings

0.82 (1.71)

0.91 (1.94)

 Viral infections

0.16 (0.79)

0.16 (0.80)

 Health Hazards due to family/personal history

0.24 (0.79)

0.34 (0.98)

 Health Hazards - others

0.26 (0.75)

0.21 (0.57)