Skip to main content
. Author manuscript; available in PMC: 2024 Feb 1.
Published in final edited form as: Psychol Serv. 2021 Dec 30;20(1):157–165. doi: 10.1037/ser0000607

Table 4.

Multinomial Logistic Regression Comparison of Comorbid and Single Disorder Groups

OUD + CP versus OUD only
OUD + CP versus CP only
Odds ratio 95% confidence intervals
Standardized regression coefficient Odds ratio 95% confidence intervals
Standardized regression coefficient
Variable Lower Upper Lower Upper
Socioenvironmental
  Age (10 years)  0.95 0.95 0.95   −0.04  0.81 0.81 0.81   −0.18
  Income/$1,000  1.002 1.001 1.003     0.05  0.996 0.996 0.997   −0.11
  Isolated rural  1.58 1.42 1.76     0.07  0.92 0.87 0.97   −0.01
  Pension  0.85 0.79 0.92   −0.02  2.11 2.02 2.21     0.07
  Homeless  1.17 1.10 1.23     0.02  2.11 2.05 2.18     0.09
  Service connection > 50%  1.27 1.20 1.34     0.06  1.09 1.07 1.12     0.02
Medical diagnoses
  Number of medical diagnoses (excluding pain diagnoses)  2.44 2.39 2.49     0.73  1.08 1.08 1.09     0.07
Mental health diagnoses
  Number of substance use disorders (excluding OUD)  0.86 0.84 0.88   −0.04  2.31 2.13 2.51     0.25
  Number of mental health diagnoses  1.25 1.23 1.27     0.15  1.41 1.40 1.42     0.23
Numbers of medications
  Psychotropic prescriptions (five prescriptions)  1.01 1.01 1.02     0.04  0.99 0.99 0.99   −0.02
  Opiate prescriptions  1.01 1.01 1.02     0.04  1.09 1.09 1.09     0.27
VA clinical service use
  Any mental health inpatient treatment  1.24 1.15 1.34     0.02  2.72 2.61 2.82     0.08
  Any residential treatment  1.37 1.26 1.49     0.02  1.33 1.27 1.40     0.02
  Any medical–surgical inpatient  0.74 0.68 0.80   −0.05  1.64 1.58 1.70     0.08
  Emergency department visits (five visits)  1.49 1.40 1.59     0.08  1.26 1.23 1.28   −0.05
  Medical and surgical visits (five visits)  1.49 1.46 1.52     0.46  0.98 0.97 0.98   −0.03
  Psychiatric or substance use outpatient visits (five visits)  0.98 0.98 0.98   −0.04  1.04 1.04 1.04     0.08

Note. OUD = opioid use disorder; CP = chronic pain; VA = Veteran Affairs. All variables were significant at p < .0001 except comparisons of the OUD + CP and OUD only on income and CP only on residence in isolated rural areas were both p < .01.