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. Author manuscript; available in PMC: 2023 Mar 1.
Published in final edited form as: Med Care. 2022 Mar 1;60(3):256–263. doi: 10.1097/MLR.0000000000001689

Table 2:

Multivariable logistic regression models predicting medication for opioid use disorder initiation, engagement, and retention.

Initiation (of those with OUD, n=10,513) Engagement (of those initiated, n=1,202) Retention (of those engaged, n=742)
OR (95% CI) OR (95% CI) OR (95% CI)
Pharmacy deductible
 <$1000 Reference Reference Reference
 $1000+ 1.10 (0.91-1.33) 0.99 (0.67-1.45) 0.63 (0.38-1.05)
 Medical deductible
<$1000 Reference Reference Reference
 $1000+ 0.85 (0.74-0.98) 1.11 (0.84-1.47) 0.85 (0.61-1.19)
Pharmacy copay
 Above median cost 1.04 (0.90-1.21) 1.33 (0.98-1.80) 1.27 (0.89-1.81)
 At or below median Reference Reference Reference
Medical office copay
 Above median cost 1.02 (0.89-1.17) 0.89 (0.68-1.18) 0.91 (0.65-1.27)
 At or below median Reference Reference Reference
Current plan quarter
 1 1.11 (0.93-1.33) 1.36 (0.93-2.01) 0.63 (0.36-1.10)
 2 1.00 (0.83-1.22) 0.74 (0.49-1.10) 1.38 (0.87-2.19)
 3 0.91 (0.74-1.12) 0.77 (0.51-1.18) 1.85 (1.26-2.70)
 4 Reference Reference Reference
Sex
 Male Reference Reference Reference
 Female 1.19 (1.05-1.35) 1.05 (0.82-1.35) 0.98 (0.72-1.33)
Age
 16-24 1.13 (0.59-2.16) 0.61 (0.17-2.20) 0.29 (0.06-1.35)
 25-64 1.71 (0.92-3.19) 1.43 (0.42-4.90) 0.76 (0.18-3.14)
 65+ Reference Reference Reference
Region
 Metropolitan Reference Reference Reference
 Micropolitain 0.88 (0.70-1.12) 1.04 (0.65-1.66) 0.64 (0.34-1.21)
 Small town 0.83 (0.58-1.18) 1.04 (0.50-2.18) 1.71 (0.78-3.75)
 Rural 1.15 (0.71-1.86) 1.18 (0.45-3.10) 2.64 (1.00-6.97)
 Missing 1.57 (0.59-4.16) 0.90 (0.15-5.57) 0.75 (0.08-6.85)
Clinical covariates
Concurrent substance use
 Sedative 0.82 (0.56-1.19) 0.50 (0.24-1.02) 0.53 (0.14-195)
 Cocaine 0.92 (0.61-1.39) 1.54 (0.69-3.46) 4.49 (1.42-14.26)
 Cannabis 0.98 (0.64-1.50) 2.10 (0.87-5.07) 0.93 (0.19-4.54)
 Amphetamine 0.83 (0.54-1.28) 0.87 (0.37-2.05) 0.22 (0.02-2.08)
 Hallucinogen 1.16 (0.42-3.17) 0.61 (0.08-4.51) NC
 Alcohol 2.83 (2.33-3.44) 0.79 (0.55-1.15) 0.34 (0.18-0.63)
Prior opioid overdose
 Yes 1.03 (0.39-2.68) 0.25 (0.04-1.65) NC
 No Reference Reference Reference
Injection-related infection
 Yes 0.75 (0.37-1.50) 1.99 (0.39-10.13) 7.66 (1.69-34.69)
 No Reference Reference Reference
Hepatitis C
 Yes 1.63 (0.96-2.79) 1.77 (0.54-5.75) 1.56 (0.49-4.97)
 No Reference Reference Reference
Mental health
 Depression 0.91 (0.76-1.10) 0.84 (0.58-1.23) 0.59 (0.34-1.02)
 Anxiety 1.07 (0.91-1.27) 0.92 (0.65-1.29) 0.98 (0.62-1.54)
 ADHD 1.13 (0.88-1.45) 1.03 (0.62-1.70) 0.87 (0.44-1.72)
 PTSD 1.03 (0.70-1.51) 1.61 (0.73-3.55) 0.77 (0.22-2.73)
 Bipolar 0.87 (0.63-1.19) 0.64 (0.34-1.20) 0.68 (0.25-1.88)
 Psychoses 0.48 (0.24-0.97) 1.56 (0.36-6.71) NC
Modified Elixhauser score
 0 Reference Reference Reference
 1 0.78 (0.66-0.93) 1.10 (0.78-1.57) 0.64 (0.40-1.03)
 2 0.58 (0.44-0.76) 1.22 (0.68-2.17) 1.20 (0.62-2.32)
 3+ 0.41 (0.31-0.55) 0.64 (0.35-1.16) 0.62 (0.24-1.58)

NC=not calculable due to small sample

Each model adjusts for all variables simultaneously and are multivariable models