Trial Outcomes & Findings for Digital Treatments for Opioids and Other Substance Use Disorders in Primary Care (NCT NCT05160233)

NCT ID: NCT05160233

Last Updated: 2026-04-08

Results Overview

Patients who initiate the digital therapeutic, defined by instances in which patients open the app, enter the prescription code, and use a treatment module. The measure is reported as the number of patients reached per 10,000 patients, calculated at a clinic level.

Recruitment status

COMPLETED

Study phase

NA

Target enrollment

18430 participants

Primary outcome timeframe

12 months

Results posted on

2026-04-08

Participant Flow

29 primary care clinics were potentially eligible.

22 primary care clinics were included but 2 primary care clinics were randomized as a single site because of their geographic proximity and sharing of staff (a total of 21 sites were randomized). 2 primary care clinics were excluded because they participated in the pilot. 5 did not become eligible by the enrollment cut off date of 8/1/22 because they had no social workers employed at the study site.

Unit of analysis: Primary care sites

Participant milestones

Participant milestones
Measure
Standard Implementation
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Overall Study
STARTED
3813 5
5800 5
4693 5
4124 6
Overall Study
COMPLETED
3813 5
5800 5
4693 5
4124 6
Overall Study
NOT COMPLETED
0 0
0 0
0 0
0 0

Reasons for withdrawal

Withdrawal data not reported

Baseline Characteristics

Digital Treatments for Opioids and Other Substance Use Disorders in Primary Care

Baseline characteristics by cohort

Baseline characteristics by cohort
Measure
Standard Implementation
n=5 Primary care sites
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 Primary care sites
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Primary care sites
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Primary care sites
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Total
n=21 Primary care sites
Total of all reporting groups
Age, Continuous
41.1 Years
STANDARD_DEVIATION 1.35 • n=5 Primary care sites
41.4 Years
STANDARD_DEVIATION 1.81 • n=5 Primary care sites
45.2 Years
STANDARD_DEVIATION 3.78 • n=5 Primary care sites
41.5 Years
STANDARD_DEVIATION 1.7 • n=6 Primary care sites
42.2 Years
STANDARD_DEVIATION 2.72 • n=21 Primary care sites
Age, Customized
18-24 years
15.9 Percentage of patients
STANDARD_DEVIATION 2.15 • n=5 Primary care sites
15.1 Percentage of patients
STANDARD_DEVIATION 2.31 • n=5 Primary care sites
14.9 Percentage of patients
STANDARD_DEVIATION 3.6 • n=5 Primary care sites
15.5 Percentage of patients
STANDARD_DEVIATION 3.78 • n=6 Primary care sites
15.4 Percentage of patients
STANDARD_DEVIATION 2.88 • n=21 Primary care sites
Age, Customized
25-34 years
28.5 Percentage of patients
STANDARD_DEVIATION 4.26 • n=5 Primary care sites
31.0 Percentage of patients
STANDARD_DEVIATION 7.13 • n=5 Primary care sites
22.7 Percentage of patients
STANDARD_DEVIATION 5.05 • n=5 Primary care sites
28.0 Percentage of patients
STANDARD_DEVIATION 2.59 • n=6 Primary care sites
27.6 Percentage of patients
STANDARD_DEVIATION 5.45 • n=21 Primary care sites
Age, Customized
35-44
20.4 Percentage of patients
STANDARD_DEVIATION 1.83 • n=5 Primary care sites
17.9 Percentage of patients
STANDARD_DEVIATION 1.22 • n=5 Primary care sites
16.8 Percentage of patients
STANDARD_DEVIATION 2.39 • n=5 Primary care sites
21.0 Percentage of patients
STANDARD_DEVIATION 1.63 • n=6 Primary care sites
19.1 Percentage of patients
STANDARD_DEVIATION 2.44 • n=21 Primary care sites
Age, Customized
45-54
13.3 Percentage of patients
STANDARD_DEVIATION 2.25 • n=5 Primary care sites
12.0 Percentage of patients
STANDARD_DEVIATION 1.82 • n=5 Primary care sites
11.4 Percentage of patients
STANDARD_DEVIATION 0.97 • n=5 Primary care sites
11.9 Percentage of patients
STANDARD_DEVIATION 1.63 • n=6 Primary care sites
12.1 Percentage of patients
STANDARD_DEVIATION 1.73 • n=21 Primary care sites
Age, Customized
55 and up
21.9 Percentage of patients
STANDARD_DEVIATION 3.72 • n=5 Primary care sites
24.0 Percentage of patients
STANDARD_DEVIATION 4.87 • n=5 Primary care sites
34.1 Percentage of patients
STANDARD_DEVIATION 9.4 • n=5 Primary care sites
23.6 Percentage of patients
STANDARD_DEVIATION 3.88 • n=6 Primary care sites
25.8 Percentage of patients
STANDARD_DEVIATION 7.23 • n=21 Primary care sites
Sex/Gender, Customized
Male
47.8 Clinic level percentage
STANDARD_DEVIATION 4.83 • n=5 Primary care sites
48.0 Clinic level percentage
STANDARD_DEVIATION 3.39 • n=5 Primary care sites
49.2 Clinic level percentage
STANDARD_DEVIATION 3.09 • n=5 Primary care sites
47.9 Clinic level percentage
STANDARD_DEVIATION 3.77 • n=6 Primary care sites
48.2 Clinic level percentage
STANDARD_DEVIATION 3.57 • n=21 Primary care sites
Sex/Gender, Customized
Female
52.2 Clinic level percentage
STANDARD_DEVIATION 4.83 • n=5 Primary care sites
52.0 Clinic level percentage
STANDARD_DEVIATION 3.39 • n=5 Primary care sites
50.8 Clinic level percentage
STANDARD_DEVIATION 3.09 • n=5 Primary care sites
52.1 Clinic level percentage
STANDARD_DEVIATION 3.77 • n=6 Primary care sites
51.8 Clinic level percentage
STANDARD_DEVIATION 3.57 • n=21 Primary care sites
Race/Ethnicity, Customized
Hispanic
7.10 Clinic level percentage
STANDARD_DEVIATION 1.92 • n=5 Primary care sites
8.2 Clinic level percentage
STANDARD_DEVIATION 1.58 • n=5 Primary care sites
6.1 Clinic level percentage
STANDARD_DEVIATION 0.66 • n=5 Primary care sites
7.4 Clinic level percentage
STANDARD_DEVIATION 1.29 • n=6 Primary care sites
7.2 Clinic level percentage
STANDARD_DEVIATION 1.52 • n=21 Primary care sites
Race/Ethnicity, Customized
Asian, non-Hispanic
4.5 Clinic level percentage
STANDARD_DEVIATION 3.59 • n=5 Primary care sites
4.1 Clinic level percentage
STANDARD_DEVIATION 2.69 • n=5 Primary care sites
1.2 Clinic level percentage
STANDARD_DEVIATION 0.35 • n=5 Primary care sites
3.2 Clinic level percentage
STANDARD_DEVIATION 2.03 • n=6 Primary care sites
3.3 Clinic level percentage
STANDARD_DEVIATION 2.59 • n=21 Primary care sites
Race/Ethnicity, Customized
Black or African American, non-Hispanic
8.8 Clinic level percentage
STANDARD_DEVIATION 5.38 • n=5 Primary care sites
5.8 Clinic level percentage
STANDARD_DEVIATION 4.89 • n=5 Primary care sites
3.1 Clinic level percentage
STANDARD_DEVIATION 0.75 • n=5 Primary care sites
6.4 Clinic level percentage
STANDARD_DEVIATION 4.06 • n=6 Primary care sites
6.0 Clinic level percentage
STANDARD_DEVIATION 4.35 • n=21 Primary care sites
Race/Ethnicity, Customized
American Indian/Alaska Native, non-Hispanic
0.9 Clinic level percentage
STANDARD_DEVIATION 0.46 • n=5 Primary care sites
0.6 Clinic level percentage
STANDARD_DEVIATION 0.24 • n=5 Primary care sites
0.8 Clinic level percentage
STANDARD_DEVIATION 0.23 • n=5 Primary care sites
0.7 Clinic level percentage
STANDARD_DEVIATION 0.46 • n=6 Primary care sites
0.7 Clinic level percentage
STANDARD_DEVIATION 0.36 • n=21 Primary care sites
Race/Ethnicity, Customized
Native Hawaiian or Pacific Islander, non-Hispanic
0.7 Clinic level percentage
STANDARD_DEVIATION 0.55 • n=5 Primary care sites
0.7 Clinic level percentage
STANDARD_DEVIATION 0.32 • n=5 Primary care sites
0.6 Clinic level percentage
STANDARD_DEVIATION 0.32 • n=5 Primary care sites
0.9 Clinic level percentage
STANDARD_DEVIATION 0.35 • n=6 Primary care sites
0.7 Clinic level percentage
STANDARD_DEVIATION 0.38 • n=21 Primary care sites
Race/Ethnicity, Customized
White, non-Hispanic
60.5 Clinic level percentage
STANDARD_DEVIATION 9.6 • n=5 Primary care sites
64.2 Clinic level percentage
STANDARD_DEVIATION 8.83 • n=5 Primary care sites
73.7 Clinic level percentage
STANDARD_DEVIATION 5.34 • n=5 Primary care sites
66.3 Clinic level percentage
STANDARD_DEVIATION 6.88 • n=6 Primary care sites
66.2 Clinic level percentage
STANDARD_DEVIATION 8.63 • n=21 Primary care sites
Race/Ethnicity, Customized
Multiple race, non-Hispanic
5.1 Clinic level percentage
STANDARD_DEVIATION 1.49 • n=5 Primary care sites
4.6 Clinic level percentage
STANDARD_DEVIATION 0.79 • n=5 Primary care sites
4.4 Clinic level percentage
STANDARD_DEVIATION 0.92 • n=5 Primary care sites
4.3 Clinic level percentage
STANDARD_DEVIATION 0.87 • n=6 Primary care sites
4.6 Clinic level percentage
STANDARD_DEVIATION 1.01 • n=21 Primary care sites
Race/Ethnicity, Customized
Unknown
10.2 Clinic level percentage
STANDARD_DEVIATION 2.40 • n=5 Primary care sites
10.2 Clinic level percentage
STANDARD_DEVIATION 1.64 • n=5 Primary care sites
8.8 Clinic level percentage
STANDARD_DEVIATION 4.65 • n=5 Primary care sites
9.9 Clinic level percentage
STANDARD_DEVIATION 1.23 • n=6 Primary care sites
9.8 Clinic level percentage
STANDARD_DEVIATION 2.6 • n=21 Primary care sites
Race/Ethnicity, Customized
Other, non-Hispanic
2.2 Clinic level percentage
STANDARD_DEVIATION 1.04 • n=5 Primary care sites
1.6 Clinic level percentage
STANDARD_DEVIATION 0.46 • n=5 Primary care sites
1.6 Clinic level percentage
STANDARD_DEVIATION 0.34 • n=5 Primary care sites
0.9 Clinic level percentage
STANDARD_DEVIATION 0.21 • n=6 Primary care sites
1.6 Clinic level percentage
STANDARD_DEVIATION 0.73 • n=21 Primary care sites
Insurance type
Medicaid
7.4 Clinic level percentage
STANDARD_DEVIATION 3.64 • n=5 Primary care sites
5.7 Clinic level percentage
STANDARD_DEVIATION 3.15 • n=5 Primary care sites
8.9 Clinic level percentage
STANDARD_DEVIATION 2.19 • n=5 Primary care sites
6.6 Clinic level percentage
STANDARD_DEVIATION 4.37 • n=6 Primary care sites
7.1 Clinic level percentage
STANDARD_DEVIATION 3.43 • n=21 Primary care sites
Insurance type
State subsidized
4.9 Clinic level percentage
STANDARD_DEVIATION 1.90 • n=5 Primary care sites
5.4 Clinic level percentage
STANDARD_DEVIATION 2.12 • n=5 Primary care sites
3.5 Clinic level percentage
STANDARD_DEVIATION 1.11 • n=5 Primary care sites
5.1 Clinic level percentage
STANDARD_DEVIATION 1.88 • n=6 Primary care sites
4.7 Clinic level percentage
STANDARD_DEVIATION 1.82 • n=21 Primary care sites
Insurance type
Medicare
11.9 Clinic level percentage
STANDARD_DEVIATION 2.63 • n=5 Primary care sites
12.9 Clinic level percentage
STANDARD_DEVIATION 2.49 • n=5 Primary care sites
22.4 Clinic level percentage
STANDARD_DEVIATION 9.05 • n=5 Primary care sites
14.2 Clinic level percentage
STANDARD_DEVIATION 1.55 • n=6 Primary care sites
15.3 Clinic level percentage
STANDARD_DEVIATION 6.09 • n=21 Primary care sites
Insurance type
Private pay
20.0 Clinic level percentage
STANDARD_DEVIATION 3.82 • n=5 Primary care sites
20.4 Clinic level percentage
STANDARD_DEVIATION 2.38 • n=5 Primary care sites
14.7 Clinic level percentage
STANDARD_DEVIATION 2.89 • n=5 Primary care sites
21.4 Clinic level percentage
STANDARD_DEVIATION 3.49 • n=6 Primary care sites
19.2 Clinic level percentage
STANDARD_DEVIATION 3.97 • n=21 Primary care sites
Insurance type
Commercial
49.3 Clinic level percentage
STANDARD_DEVIATION 2.13 • n=5 Primary care sites
47.6 Clinic level percentage
STANDARD_DEVIATION 3.08 • n=5 Primary care sites
41.9 Clinic level percentage
STANDARD_DEVIATION 6.96 • n=5 Primary care sites
47.2 Clinic level percentage
STANDARD_DEVIATION 1.46 • n=6 Primary care sites
46.5 Clinic level percentage
STANDARD_DEVIATION 4.54 • n=21 Primary care sites
Insurance type
Unknown
6.6 Clinic level percentage
STANDARD_DEVIATION 0.52 • n=5 Primary care sites
8.0 Clinic level percentage
STANDARD_DEVIATION 3.48 • n=5 Primary care sites
8.6 Clinic level percentage
STANDARD_DEVIATION 6.98 • n=5 Primary care sites
5.6 Clinic level percentage
STANDARD_DEVIATION 1.67 • n=6 Primary care sites
7.1 Clinic level percentage
STANDARD_DEVIATION 3.80 • n=21 Primary care sites
Rurality
Urban
99.0 Clinic level percentage
STANDARD_DEVIATION 0.81 • n=5 Primary care sites
98.7 Clinic level percentage
STANDARD_DEVIATION 0.5 • n=5 Primary care sites
96.1 Clinic level percentage
STANDARD_DEVIATION 3.80 • n=5 Primary care sites
98.2 Clinic level percentage
STANDARD_DEVIATION 1.71 • n=6 Primary care sites
98.0 Clinic level percentage
STANDARD_DEVIATION 2.25 • n=21 Primary care sites
Rurality
Large rural
0.4 Clinic level percentage
STANDARD_DEVIATION 0.31 • n=5 Primary care sites
0.6 Clinic level percentage
STANDARD_DEVIATION 0.44 • n=5 Primary care sites
2.6 Clinic level percentage
STANDARD_DEVIATION 3.39 • n=5 Primary care sites
0.9 Clinic level percentage
STANDARD_DEVIATION 1.47 • n=6 Primary care sites
1.1 Clinic level percentage
STANDARD_DEVIATION 1.91 • n=21 Primary care sites
Rurality
Small rural (including isolated)
0.9 Clinic level percentage
STANDARD_DEVIATION 1.06 • n=5 Primary care sites
0.4 Clinic level percentage
STANDARD_DEVIATION 0.24 • n=5 Primary care sites
1.4 Clinic level percentage
STANDARD_DEVIATION 0.36 • n=5 Primary care sites
0.6 Clinic level percentage
STANDARD_DEVIATION 0.26 • n=6 Primary care sites
0.8 Clinic level percentage
STANDARD_DEVIATION 0.54 • n=21 Primary care sites
Rurality
Unknown
0.4 Clinic level percentage
STANDARD_DEVIATION 0.22 • n=5 Primary care sites
0.4 Clinic level percentage
STANDARD_DEVIATION 0.29 • n=5 Primary care sites
0.6 Clinic level percentage
STANDARD_DEVIATION 0.73 • n=5 Primary care sites
0.5 Clinic level percentage
STANDARD_DEVIATION 0.33 • n=6 Primary care sites
0.5 Clinic level percentage
STANDARD_DEVIATION 0.39 • n=21 Primary care sites

PRIMARY outcome

Timeframe: 12 months

Patients who initiate the digital therapeutic, defined by instances in which patients open the app, enter the prescription code, and use a treatment module. The measure is reported as the number of patients reached per 10,000 patients, calculated at a clinic level.

Outcome measures

Outcome measures
Measure
Standard Implementation
n=3813 Participants
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5800 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Reach of the Digital Therapeutic to Patients in the Primary Care Clinic
7.39 Patients reached per 10000 patients
Standard Deviation 10.48
0.73 Patients reached per 10000 patients
Standard Deviation 1.63
22.66 Patients reached per 10000 patients
Standard Deviation 21.49
15.65 Patients reached per 10000 patients
Standard Deviation 13.13

PRIMARY outcome

Timeframe: 15 months

Mean number of weeks during patients' 12-week prescription in which patients use 4 app modules/week and have visited a clinician in the past 30 days. This measure is reported as the number of patient weeks per 10,000 patients, calculated at a clinic level. For each patient, to identify whether a week was one with fidelity, we identify each patient's reSET activation date and examine for module use during the following 12 weeks. Possible followup for all patients in a clinic extends up to 15 months after the clinic's start date (allowing 12 months for active implementation plus an additional 12 weeks to examine fidelity for patients who are reached on the last day of active implementation).

Outcome measures

Outcome measures
Measure
Standard Implementation
n=5 Clinics
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Fidelity of Patients' Use of the Digital Therapeutic to Clinical Recommendations
7.39 # of patient weeks per 10000 patients
Standard Deviation 10.48
0.73 # of patient weeks per 10000 patients
Standard Deviation 1.63
22.66 # of patient weeks per 10000 patients
Standard Deviation 21.49
102.26 # of patient weeks per 10000 patients
Standard Deviation 111.16

SECONDARY outcome

Timeframe: 15 months

Mean number of months in which patients make ≥1 visit for substance use disorder. This measure is reported as the number of patient month per 10,000 patients, calculated at a clinic level. For each patient, to identify whether a month was one with engagement, we identify each patient's reSET activation date and examine for module use during the following 3 months. Possible followup for all patients in a clinic extends up to 15 months after the clinic's start date (allowing 12 months for active implementation plus an additional 3 months to examine engagement for patients who are reached on the last day of active implementation).

Outcome measures

Outcome measures
Measure
Standard Implementation
n=5 Clinics
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Engagement
17.68 # of patient months per 10000 patients
Standard Deviation 24.22
0.00 # of patient months per 10000 patients
Standard Deviation 0.00
59.55 # of patient months per 10000 patients
Standard Deviation 57.23
40.86 # of patient months per 10000 patients
Standard Deviation 38.91

SECONDARY outcome

Timeframe: 37 months

Population: The analysis population is broader than the population included in the main trial analyses. The overall number of participants in the population used to estimate economic costs reflects all patients who visited primary care clinics, not just those who met study eligibility criteria.

Costs from the perspective of a health system and payer including implementation, direct intervention, operating, and other indirect health care costs. This measure will be used to calculate the population-level cost effectiveness of increasing reach, fidelity, and engagement. We calculated costs incurred during all 37 months of the trial period, plus costs incurred during the 13 months prior to the trial period.

Outcome measures

Outcome measures
Measure
Standard Implementation
n=5 clinics
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Economic Costs
19390 U.S. dollars
36068 U.S. dollars
29791 U.S. dollars
46652 U.S. dollars

OTHER_PRE_SPECIFIED outcome

Timeframe: 12 months

Patients prescribed reSET or reSET-O. The measure is reported as the number of patients prescribed per 10,000 patients, calculated at a clinic level.

Outcome measures

Outcome measures
Measure
Standard Implementation
n=5 Clinics
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Reach-2
14.32 Patients reached per 10000 patients
Standard Deviation 13.49
9.88 Patients reached per 10000 patients
Standard Deviation 10.07
37.66 Patients reached per 10000 patients
Standard Deviation 18.75
37.43 Patients reached per 10000 patients
Standard Deviation 12.76

OTHER_PRE_SPECIFIED outcome

Timeframe: 15 months

Mean number of weeks in which patients use at least 1 module/week. This measure is reported as the number of patient weeks per 10,000 patients, calculated at a clinic level. For each patient, to identify whether a week was one with fidelity, we identify each patient's reSET activation date and examine for module use during the following 12 weeks. Possible followup for all patients in a clinic extends up to 15 months after the clinic's start date (allowing 12 months for active implementation plus an additional 12 weeks to examine fidelity for patients who are reached on the last day of active implementation).

Outcome measures

Outcome measures
Measure
Standard Implementation
n=5 Clinics
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=5 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=6 Clinics
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Fidelity-2
19.03 # of patient weeks per 10000 patients
Standard Deviation 31.57
0.73 # of patient weeks per 10000 patients
Standard Deviation 1.63
36.81 # of patient weeks per 10000 patients
Standard Deviation 40.76
102.26 # of patient weeks per 10000 patients
Standard Deviation 111.16

OTHER_PRE_SPECIFIED outcome

Timeframe: Up to 18 months from the patients index visit date

Population: Patients prescribed the digital therapeutic and have available substance use data at baseline and follow-up

Patients who are reached and reduce their substance use

Outcome measures

Outcome measures
Measure
Standard Implementation
n=2 Participants
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=2 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=11 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=7 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Substance Use
0 Participants
1 Participants
8 Participants
7 Participants

OTHER_PRE_SPECIFIED outcome

Timeframe: Up to 18 months from the patients index visit date

Population: Patients prescribed the digital therapeutic and have available abstinence data at baseline and follow-up measurements

Patients who are reached and are abstinent from substances. This is reported as the number of patients who are reached and achieve abstinence.

Outcome measures

Outcome measures
Measure
Standard Implementation
n=2 Participants
All primary care clinics will implement reSET and reSET-O using standard implementation approach. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench.
Standard Implementation Plus Health Coaching
n=2 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team.
Standard Implementation Plus Practice Facilitation
n=11 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Standard Implementation Plus Health Coaching and Practice Facilitation
n=7 Participants
The clinics in this arm will implement reSET and reSET-O with a standard implementation strategy and patients at the clinic will receive support from a health coach to help them engage with reSET and reSET-O. Additionally, a practice facilitator will provide the clinic with support for implementation. Standard implementation: Brief clinician training and an implementation toolkit consisting of job aids, patient educational materials, scripted conversations, electronic health record tools, and a population management workbench. Health Coaching: The clinic is provided access to a health coach who conducts outreach with patients. The health coach facilitates engagement with the digital therapeutic and encourages contact with the care team. Practice Facilitation: A trained facilitator provides support for implementation by delivering the following interventions to clinic staff: Bolster Education, Audit and Provide Feedback, Support Plan-Do-Study-Act Cycles, Engage Others in Change.
Abstinence
0 Participants
1 Participants
2 Participants
5 Participants

Adverse Events

Standard Implementation

Serious events: 0 serious events
Other events: 0 other events
Deaths: 0 deaths

Standard Implementation Plus Health Coaching

Serious events: 0 serious events
Other events: 0 other events
Deaths: 0 deaths

Standard Implementation Plus Practice Facilitation

Serious events: 0 serious events
Other events: 0 other events
Deaths: 0 deaths

Standard Implementation Plus Health Coaching and Practice Facilitation

Serious events: 0 serious events
Other events: 0 other events
Deaths: 0 deaths

Serious adverse events

Adverse event data not reported

Other adverse events

Adverse event data not reported

Additional Information

Joseph Glass

Chestnut Health Systems

Phone: (309) 451-7837

Results disclosure agreements

  • Principal investigator is a sponsor employee
  • Publication restrictions are in place