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. Author manuscript; available in PMC: 2020 Jun 9.
Published in final edited form as: J Nurs Home Res Sci. 2019;5:60–67.

Table 1.

Predisposing factors, comorbidities, and health service use of the development and validation cohorts

Characteristics, % or median
(25th - 75th percentiles)
Development cohort
(n = 51,783)
Validation cohort
(n = 25,887)
Predisposing factors
Age, years 84 (77 – 89) 84 (78 – 89)
Men 39.6 40.2
Race/Ethnicity
Non-Hispanic white 83.4 83.3
Non-Hispanic black 9.9 10.1
Hispanic 2.9 2.8
Non-Hispanic other 1.4 1.5
Unknown 2.4 2.3
Marital status
Married 30.5 31.1
Widowed 50.8 50.0
Separated/divorced 8.8 9.1
Never married 8.0 7.9
Unknown 1.9 1.9
Medicare and Medicaid dual enrollment 19.1 19.1
Need factors – comorbidities
Charlson index 4 (3 – 5) 4 (3 – 5)
Type of heart failure
Systolic 39.5 39.7
Diastolic 35.3 35.3
Unspecified 25.2 24.9
Hypertension 79.5 79.5
Coronary artery disease 62.6 62.8
Atrial fibrillation 56.6 57.2
Cerebrovascular disease 7.2 6.9
Peripheral vascular disease 11.1 11.1
Hyperlipidemia 43.2 43.4
Diabetes 39.7 39.9
COPD or asthma 34.0 33.8
Anemia 30.4 30.4
Chronic kidney disease 34.8 35.5
Dementia 18.8 18.6
Depression 24.6 24.6
Pneumonia 14.7 15.1
Urinary tract infection 12.1 12.6
Need factors – health service use
Length of index hospital stay, days 6 (4 – 9) 6 (4 – 9)
Intensive care unit stay during index hospitalization 38.0 38.0
No. of hospitalizations for heart failure within 6 months before index hospitalization
0 82.1 82.3
1 13.2 13.2
≥ 2 4.6 4.5
No. of hospitalizations for other heart diseases within 6 months before index hospitalization
0 92.0 92.1
1 7.1 7.0
≥ 2 0.9 0.9
No. of any hospitalizations within 6 months before index hospitalization
0 56.9 57.6
1 25.8 25.6
≥ 2 17.3 16.8