NCT07011758

Brief Summary

This study aims to develop and evaluate dynamic treatment regimes (DTRs) to improve personalized care for individuals with opioid use disorder (OUD). Using machine learning methods and longitudinal data from a national behavioral health provider, the investigators will identify optimal treatment sequences that minimize the risk of overdose and improve recovery outcomes. A pilot hybrid factorial SMART trial will be conducted to assess the feasibility and acceptability of implementing these personalized treatment decision rules in real-world clinical settings.

Trial Health

63
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Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
75

participants targeted

Target at P50-P75 for phase_2

Timeline
23mo left

Started Jul 2028

Geographic Reach
1 country

1 active site

Status
not yet recruiting

Health score is calculated from publicly available data and should be used for screening purposes only.

Trial Relationships

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Study Timeline

Key milestones and dates

First Submitted

Initial submission to the registry

June 2, 2025

Completed
8 days until next milestone

First Posted

Study publicly available on registry

June 10, 2025

Completed
3.1 years until next milestone

Study Start

First participant enrolled

July 1, 2028

Expected
11 months until next milestone

Primary Completion

Last participant's last visit for primary outcome

June 1, 2029

1 year until next milestone

Study Completion

Last participant's last visit for all outcomes

June 1, 2030

Last Updated

November 4, 2025

Status Verified

November 1, 2025

Enrollment Period

11 months

First QC Date

June 2, 2025

Last Update Submit

November 3, 2025

Conditions

Keywords

opioid use disorder

Outcome Measures

Primary Outcomes (6)

  • CAT-SUD severity scores

    Weekly Computerized Adaptive Test for Substance Use Disorder severity T-score. Scores range 0-100 (≈5-point precision). Higher scores indicate a greater SUD symptom burden/risk, while lower scores indicate fewer symptoms/lower risk. Prior validation studies have used \<50 = low, 50-70 = intermediate, \>70 = high severity/risk thresholds. Computerized Adaptive Test for Substance Use Disorder provides a dimensional severity score (not a diagnosis). Change is assessed week-to-week.

    4 weeks

  • Retention in treatment

    Whether participants remained engaged in behavioral health treatment through the end of the 4-week study period.

    4 weeks

  • Patient and clinician satisfaction

    Participant- and provider-reported satisfaction with the trial experience and procedures, assessed via standardized surveys.

    4 weeks

  • Clinical fidelity to intervention protoco

    Fidelity of intervention delivery assessed via clinician checklists or independent fidelity ratings, evaluating adherence to protocol for each assigned treatment component.

    Weekly over 4-week study period

  • Data completeness and consistency

    Proportion of participants for whom ethical standards are fully maintained (e.g., informed consent obtained, no reported violations). Proportion of participants for whom ethical standards are fully maintained (e.g., informed consent obtained, no reported violations). Proportion of EHR and survey data points with missing or inconsistent entries. Thresholds for success include \<5% missingness or inconsistency.

    Throughout the 4-week trial

  • Timeliness of EHR data entry

    Proportion of EHR entries recorded within 48 hours of patient interaction.

    Weekly throughout the 4-week trial

Study Arms (4)

Initial Intervention A + B

EXPERIMENTAL

Participants randomized to receive the combination of Intervention A and Intervention B in Week 1. Additional weekly interventions in Weeks 2-4 will be assigned based on participant response and dynamic treatment algorithms derived in Aim 1.

Drug: Medication for opioid use disorderBehavioral: psychotherapy

Initial Intervention A + D

EXPERIMENTAL

Participants randomized to receive the combination of Intervention A and Intervention D in Week 1. Subsequent treatment assignments in Weeks 2-4 follow adaptive treatment decision rules.

Drug: Medication for opioid use disorderBehavioral: psychotherapy

Initial Intervention C + B

EXPERIMENTAL

Participants randomized to receive the combination of Intervention C and Intervention B in Week 1. Adaptive treatment components are added weekly based on observed outcomes and predictive models.

Behavioral: psychotherapy

Initial Intervention C + D

EXPERIMENTAL

Participants randomized to receive the combination of Intervention C and Intervention D in Week 1. Participants receive additional interventions in Weeks 2-4 based on dynamic treatment regimes developed in the modeling phase.

Behavioral: psychotherapy

Interventions

A medication treatment component delivered in Week 1 as part of a 2×2 factorial SMART design. The exact content (e.g., treatment modality or intensity) will be finalized based on model results from Aim 1, which identifies optimal dynamic treatment regimes.

Initial Intervention A + BInitial Intervention A + D
psychotherapyBEHAVIORAL

A behavioral treatment component delivered in Week 1 as part of a 2×2 factorial SMART design. The exact content (e.g., treatment modality or intensity) will be finalized based on model results from Aim 1, which identifies optimal dynamic treatment regimes.

Initial Intervention A + BInitial Intervention A + DInitial Intervention C + BInitial Intervention C + D

Eligibility Criteria

Age18 Years+
Sexall
Healthy VolunteersNo
Age GroupsAdult (18-64), Older Adult (65+)

You may qualify if:

  • Age 18 or older
  • Diagnosed with opioid use disorder (OUD)
  • Receiving care at a participating Discovery Behavioral Health site
  • Able to provide informed consent

You may not qualify if:

  • Significant cognitive impairment or psychiatric instability that would prevent participation
  • Current incarceration or involuntary commitment

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

Discovery Behavioral Health

Irvine, California, 92612, United States

Location

MeSH Terms

Conditions

Opioid-Related Disorders

Interventions

Dosage FormsPsychotherapy

Condition Hierarchy (Ancestors)

Narcotic-Related DisordersSubstance-Related DisordersChemically-Induced DisordersMental Disorders

Intervention Hierarchy (Ancestors)

Pharmaceutical PreparationsTechnology, PharmaceuticalInvestigative TechniquesBehavioral Disciplines and Activities

Central Study Contacts

Jason B Gibbons, PhD

CONTACT

Study Design

Study Type
interventional
Phase
phase 2
Allocation
RANDOMIZED
Masking
NONE
Masking Details
This is an open-label trial; no participants, providers, or investigators are masked to treatment assignment.
Purpose
TREATMENT
Intervention Model
SEQUENTIAL
Model Details: The study uses a Sequential Multiple Assignment Randomized Trial (SMART) design. Participants are initially randomized in a 2x2 factorial structure in Week 1 to receive one of four treatment combinations. In Weeks 2-4, additional weekly treatment components are assigned based on participant response and predefined decision rules. This structure allows for evaluation of dynamic treatment regimens tailored to individual needs and evolving treatment response.
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
Assistant Professor

Study Record Dates

First Submitted

June 2, 2025

First Posted

June 10, 2025

Study Start (Estimated)

July 1, 2028

Primary Completion (Estimated)

June 1, 2029

Study Completion (Estimated)

June 1, 2030

Last Updated

November 4, 2025

Record last verified: 2025-11

Data Sharing

IPD Sharing
Will share

De-identified individual participant data (IPD) collected during the study, including survey responses, CAT-SUD scores, and treatment assignments, will be made available.

Shared Documents
STUDY PROTOCOL, SAP, ANALYTIC CODE
Time Frame
Beginning 1 year after study completion.
Access Criteria
equests will be reviewed by the principal investigator. Data will be shared through a secure data use agreement upon IRB approval and execution of a data-sharing agreement.

Locations