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Table 3 Unadjusted and multivariable associations between demographic and clinical factors and the prescribing of potentially inappropriate medications during the 90-day follow-up period

From: Patient factors associated with new prescribing of potentially inappropriate medications in multimorbid US older adults using multiple medications

Demographics and clinical characteristics

Unadjusted associations

Model 1: Demographic and healthcare utilization variables

Model 2: Model 1 + chronic conditions

Unadjusted hazard ratio

95% CI

Adjusted hazard ratio

95% CI

Adjusted hazard ratio

95% CI

(N = 17,912)

(n = 17,911)

(n = 17,911)

Age (reference: 65–74)

 75–84

0.85

0.69–1.04

0.86

0.70–1.06

0.87

0.71–1.07

 85 and above

0.67

0.52–0.88**

0.76

0.58–0.99**

0.75

0.56–0.99**

Male sex (reference: female sex)

1.41

1.17-1.79***

1.30

1.08–1.57**

1.29

1.06–1.57**

Hispanic ethnicity (reference: non-hispanic)

1.51

0.67–3.38

0.96

0.35–2.59

0.95

0.35–2.67

Race (reference: White)

 Asian

1.26

0.52–3.03

1.37

0.57–3.31

1.31

0.54–3.17

 Black

1.54

1.02–2.33**

1.54

1.02–2.33**

1.50

0.98–2.27

 Other

1.71

1.05–1.78**

1.64

0.90–2.99

1.59

0.87–2.90

Number of inpatient stays (reference: 0b)

 At least 1

1.39

1.11–1.75**

0.98

0.72–1.33

0.94

0.69–1.28

Number of emergency department visits (reference: 0c)

 At least 1

1.33

1.09–1.62**

1.12

0.86–1.33

1.09

0.84–1.41

Number of ambulatory visits (reference: ≤9d)

 10–17

0.94

0.70–1.28

0.96

0.70–1.31

0.96

0.70–1.31

 18–29

1.39

1.05–1.84**

1.42

1.05–1.91**

1.42

1.06–1.92**

 ≥ 30

2.12

1.64–2.76***

2.12

1.55–2.93**

2.12

1.53–2.95**

Number of non-acute institutional stays (reference: 0e)

 At least 1

0.74

0.55–1.01

0.81

0.58–1.13

0.76

0.54–1.08

Level of polypharmacy (reference: 5–9 medications)

 10 and above

1.27

0.77–2.09

1.16

0.70–1.92

1.08

0.65–1.79

Number of chronic conditions (1-unit increase)

1.06

1.02–1.10**

0.96

0.91–1.01

0.94

0.88–1.01

Number of prescribing orders (1-unit increase)

1.02

1.01–1.02***

1.02

1.01–1.02***

1.02

1.01–1.02***

Types of chronic conditionsa

 Congestive heart failure

1.56

1.25–1.94***

–

–

1.38

1.07–1.78**

 Cardiac arrhythmias

1.44

1.03–2.02**

–

–

1.02

0.71–1.46

 Valvular disease

1.08

0.82–1.43

–

–

0.85

0.63–1.15

 Pulmonary circulation disorders

1.64

0.99–2.71

–

–

1.41

0.84–2.38

 Peripheral vascular disorders

1.14

0.88–1.47

–

–

1.09

0.84–1.42

 Hypertension

1.03

0.85–1.25

–

–

0.98

0.78–1.22

 Chronic pulmonary disorders

1.23

0.97–1.56

–

–

1.10

0.85–1.43

 Diabetes

1.20

0.99–1.46

–

–

1.15

0.93–1.43

 Hypothyroidism

0.92

0.70–1.21

–

–

1.08

0.81–1.45

 Renal failure

1.13

0.83–1.53

–

–

0.90

0.65–1.25

 Cancer

1.12

0.86–1.45

–

–

0.88

0.66–1.17

 Rheumatoid arthritis/collagen vascular diseases

0.85

0.54–1.33

–

–

0.81

0.51–1.28

 Coagulopathy

1.25

0.79–1.98

–

–

0.95

0.58–1.54

 Fluid and electrolyte disorders

1.30

0.87–1.95

–

–

1.11

0.73–1.68

 Depression

0.97

0.69–1.35

–

–

1.04

0.73–1.48

 Liver disease

1.81

1.02–3.20

–

–

1.54

0.86–2.75

  1. Overall follow-up time in days: 1,575,994; average follow-up time in days: 88. a comorbidities defined with coding algorithms for defining Elixhauser comorbidities in ICD-9 administrative data (Quan et al. 2005), ≥2 ICD-9 codes per category, hypertension categories merged, diabetes categories merged, different cancer categories merged, drug abuse, alcohol abuse, obesity, weight loss, HIV/AIDS, paralysis, other neurological disorders, blood loss anemia and deficiency anemia not included, b 90th percentile = 1, c 75th percentile = 1. d categories based on quartiles, e85th percentile = 1
  2. ** p < 0.05; *** p < 0.001