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. Author manuscript; available in PMC: 2019 Jul 1.
Published in final edited form as: Med Care. 2018 Jul;56(7):634–642. doi: 10.1097/MLR.0000000000000931

Table 2.

Risk factors for all-cause 30-d readmission in multivariable modela

Predictor Odds Ratio (95% CI) P value
New Variables
Outpatient visit (vs. Yes)
 No 5.74 (5.35-6.15) <0.001
 Not documented 0.28 (0.25-0.31) <0.001
Discharge status of index admission (vs. Home)
 Against medical advice 1.60 (1.32-1.94) <0.001
 Home with nursing care 1.03 (0.95-1.11) 0.46
 Sub-acute facility 0.99 (0.91-1.08) 0.90
 Other 0.72 (0.51-1.01) 0.054
Charlson comorbidity index (vs. 0)
 >6 1.38 (1.17-1.64) <0.001
 5 – 6 1.17 (0.98-1.39) 0.083
 3 – 4 1.17 (1.00-1.38) 0.053
 1 – 2 1.07 (0.91-1.26) 0.39
Length-of-stay (days)(log) 1.14 (1.09-1.19) <0.001
Previously studied variables
Sociodemographic/Administrative
Employment status (vs. Employed)
 Disabled 1.55 (1.35-1.78) <0.001
 Retired 1.46 (1.28-1.67) <0.001
 Unemployed 1.26 (1.10-1.44) <0.001
 Other or unknown 1.09 (0.85-1.40) 0.51
Insurance status (vs. Private)
 Medicaid 1.17 (1.06-1.29) 0.0015
 Medicare 0.95 (0.88-1.0 3) 0.25
 None 0.77 (0.65-0.91) 0.0029
Home zip code <8 km from hospital 1.11 (1.0 3-1.20) 0.0086
Race/ethnicity (vs. White)
 Black 0.90 (0.83-0.98) 0.014
 Hispanic 0.86 (0.77-0.9 5) 0.0049
 Other 0.72 (0.62-0.83) <0.001
Female (vs. Male) 0.90 (0.84-0.96) 0.002 8
Pre-admission clinical
Discharged within 90 days before admission 1.76 (1.64-1.89) <0.001
Discharge status 1 year prior to index admission
 Against medical advice 1.27 (1.03-1.58) 0.025
 Home with nursing care 1.04 (0.95-1.13) 0.37
 Sub-acute facility 1.01 (0.93-1.11) 0.77
 No discharge recorded 0.91 (0.83-0.99) 0.022
Pre-admission glucocorticoid use 1.16 (1.05-1.28) 0.0048
Pre-admission insulin use 1.14 (1.06-1.22) <0.001
Pre-admission thiazolidinedione use 0.84 (0.75-0.95) 0.0034
Hospital
Gastroparesis ever 1.38 (1.18-1.63) <0.001
White blood cell count (vs. Normal)
 Low <4.0 × 109 L 1.27 (1.12-1.45) <0.001
 High >11.0 × 109 L 1.19 (1.11-1.28) <0.001
Serum sodium (vs. Normal)
 Low <135 mmol/L 1.19 (1.10-1.3 0) <0.001
 High >145 mmol/L 1.06 (0.82-1.38) 0.66
Most extreme blood glucose level (vs. 3.9 – 10.0 mmol/L)
 <2.2 or >16.6 mmol/L 1.20 (1.10-1.31) <0.001
 2.2 – 3.8 or 10.1 – 16.6 mmol/L 1.07 (1.00-1.1 5) 0.038
Urgent or emergent admission 1.18 (1.08-1.29) <0.001
Serum albumin (vs. ≥40 g/L)
 <40 g/L 1.14 (1.07-1.22) <0.001
 Unknown 0.94 (0.85-1.04) 0.2 6
Anemia ever 1.15(1.07-1.24) <0.001
Schizophrenia or mood disorder ever 1.12 (1.04-1.2 1) 0.0022
Current fluid or electrolyte disorder 1.10 (1.03-1.18) 0.0048
Cardiac dysrhythmias ever 1.15 (1.06-1.24) <0.001
Serum creatinine (mg/dL)(log) 1.08 (1.03-1.14) 0.0025
Blood transfusion given 0. 90 (0.82-0.97) 0.010
Hematocrit (per 5% increase) 0.89 (0.86-0.92) <0.001
a

Adjusted for year of discharge