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. 2023 Dec 14;25:e45238. doi: 10.2196/45238

Table 2.

Characteristics of substance use disorder (SUD) treatment programs that had adopted electronic health records (EHRs), compared to programs that had not adopted EHR but plan to adopt and programs that had not adopted EHR and did not have plans to adopt.

Characteristic No and planning (n=378) Yes (n=649) P value
Technology use

Computerized scheduling system, n (%) <.001


No 241 (63.8) 186 (28.7)


Yes 137 (36.2) 463 (71.3)

Electronic billing system, n (%) <.001


No 145 (38.4) 92 (14.2)


Yes 233 (61.6) 557 (85.8)

Barriers to adoption score, median (IQR)a 24.0 (19.00-27.75) 23.0 (18.00-27.00) .05
Program characteristics

O wnership, n (%) <.001


Private for-profit 120 (31.8) 137 (21.1)


Private nonprofit 223 (59.0) 410 (63.2)


Public 35 (9.3) 102 (15.7)

O wned by the hospital or mental health center, n (%) .07


No 326 (86.2) 530 (81.7)


Yes 52 (13.8) 119 (18.3)

Part of accountable care organization, n (%) .003


Not interested 296 (78.3) 451 (69.5)


Interested 82 (21.7) 198 (30.5)

Part of a patient-centered medical home, n (%) <.001


Not interested 310 (82.0) 453 (69.8)


Interested 68 (18.0) 196 (30.2)

OTPb, n (%) .07


Non-OTP 257 (68.0) 403 (62.1)


OTP 121 (32.0) 246 (37.9)

OTP size (number of SUD clients), n (%)  <.001


0-250 182 (48.2) 223 (34.4)


250-500 91 (24.1) 180 (27.7)


500-750 39 (10.3) 86 (13.3)


>750 66 (17.5) 160 (24.7)
Client characteristics

Percentage of African American clients, median (IQR) 9.6 (2.41-27.24) 9.7 (2.25-30.00) .76

Percentage of Hispanic clients, median (IQR) 6.3 (1.38-16.62) 5.0 (1.57-15.38) .52

High uninsured, n (%) .006


No 240 (63.5) 467 (72.0)


Yes 138 (36.5) 182 (28.0)
Geographic location

Region, n (%) .007


Northeast 129 (34.1) 157 (24.2)


Southeast 82 (21.7) 165 (25.4)


Midwest 93 (24.6) 174 (26.8)


Southwest 74 (19.6) 153 (23.6)

Urban, n (%) .04


Not urban 233 (61.6 %) 443 (68.3 %)


Urban 145 (38.4 %) 206 (31.7 %)

aFor the full study sample, the minimum and maximum barrier scores ranged between 13 and 39.

bOTP: opioid treatment program.