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Table 1 Characteristics of the study population

From: Diagnosis-specific readmission risk prediction using electronic health data: a retrospective cohort study

 

Derivation cohort N = 3572

Historical validation cohort N = 1756

Random sample combined cohort N = 396

Readmitted in 30 days

577 (16.2%)

311 (17.7%)

64 (16.2%)

Demographics

   

Age, median (IQR)

61 (51–72)

62 (52–73)

61 (52–71)

Gender, Female (%)

1541 (43.1%)

759 (43.2%)

162 (40.9%)

Marital status, single* (%)

2023 (56.6%)

988 (56.3%)

203 (51.3%)

Race, Black† (%)

1090 (30.5%)

497 (28.3%)

130 (32.8%)

Distance from the zip code centroid to hospital, miles [median, (IQR)]

9.6 (4.6–46.2)

12 (4.6–53.6)

9.4 (4.6–46.2)

Comorbidities

   

Charlson Score‡, median (IQR)

3 (1–4)

3 (2–5)

3 (2–4)

Solid tumor

192 (5.4%)

104 (5.9%)

27 (6.8%)

Other neurologic disease

185 (5.2%)

95 (5.4%)

18 (4.6%)

Hypertension

2,533 (70.9%)

1,239 (70.6%)

289 (73.0%)

Lymphoma

86 (2.4%)

46 (2.6%)

8 (2.0%)

Abnormal weight loss

231 (6.5%)

94 (5.4%)

34 (8.6%)

Obesity

550 (15.4%)

258 (14.7%)

67 (16.9%)

Liver disease

154 (4.3%)

61 (3.5%)

18 (4.6%)

Peripheral vascular disease

286 (8.0%)

184 (10.5%)

45 (11.4%)

Arrhythmia

1,149 (32.2%)

722 (41.1%)

145 (36.6%)

Metastatic cancer

106 (3.0%)

74 (4.2%)

15 (3.8%)

Details of hospital visit

   

Length of stay, median (IQR)

4 (2–7)

4 (3–8)

4 (2–7)

Inpatient visit within the last 30 days

379 (10.6%)

181 (10.3%)

45 (11.4%)

ED visit within the prior 30 days

167 (4.7%)

94 (5.4%)

18 (4.6%)

Number of discharge medications

12 (8–16)

12 (8–16)

12 (8–16)

AMI

1047 (29.3%)

594 (33.8%)

119 (30.1%)

CHF

1354 (37.9%)

610 (34.7%)

148 (37.4%)

PNA

1171 (32.8%)

552 (31.4%)

129 (32.6%)

  1. Abbreviations: IQR interquartile range, ED emergency department, AMI acute myocardial infarction, CHF congestive heart failure, PNA pneumonia.
  2. *Single includes single, widowed, divorced and separated.
  3. †Versus not black.
  4. ‡Calculated only using ICD-9 data from the index encounter.