NCT06799117 · Yale University
Adaptive Decision Support for Addiction Treatment Master
(ADAPT)
What this study is about
This study refines and optimizes the EMBED\* clinical decision support (CDS; see NCT03658642) to increase number of ED physicians following the usual treatment for the administration of buprenorphine to appropriate patients with opioid use disorder. This study does not have open enrollment.
View original scientific description
This study refines and optimizes the EMBED\* clinical decision support (CDS; see NCT03658642) to increase number of ED physicians following standard of care for the administration of buprenorphine to appropriate patients with opioid use disorder. This study does not have open enrollment. Investigators will use a Multiphase Optimization STrategy (MOST) framework study with preparation, optimization, and confirmatory phases. Optimization Phase: This phase has two stages. In stage 1, investigators will conduct a 2x2x2 factorial trial to expand EMBED is expanded to include sustainable implementation strategies: nurse prompt for withdrawal assessment, and targeted clinician prompts to use the CDS along with individualized patient resources to promote equity and motivate readiness to start treatment. In Stage 2, investigators will improve CDS usability via serial randomized testing to inform iterative refinement of the CDS interface and workflow to minimize user errors, task disruption, and abandonment through identification of specific targets for improvement via application of novel CDS outcome measures in serial randomized tests. Evaluation phase: Investigators will conduct a randomized trial to compare the efficacy effectiveness of the optimized package compared to the original on ED-initiation of buprenorphine rates in patients with OUD.
Interventions
OTHER
EMBED CDS
EMBED is a user user-centered, clinician clinician-facing clinical decision support system integrated into the electronic health record workflow to facilitate initiating buprenorphine in the emergency department by: diagnosing opioid use disorder with a checklist based on the diagnostic criteria of the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, fifth edition), assessing the severity of withdrawal with the Clinical Opioid Withdrawal Scale (COWS), motivating patients to accept treatment with a scripted brief negotiation interview, and automating the electronic health record workflow, including clinical and after visit documentation, order entry, prescribing, and referral for ongoing treatment in the community. Intervention to be informed by CDS measurement and user feedback during the factorial trial phase (Optimization Phase, Stage 1)
OTHER
Nurse prompt to complete COWS
Nurse prompt to complete COWS
OTHER
Provider Prompt
Provider Prompt to use EMBED: EMBED is a user user-centered, clinician clinician-facing clinical decision support system integrated into the electronic health record workflow to facilitate initiating buprenorphine in the emergency department by: diagnosing opioid use disorder with a checklist based on the diagnostic criteria of the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, fifth edition), assessing the severity of withdrawal with the Clinical Opioid Withdrawal Scale (COWS), motivating patients to accept treatment with a scripted brief negotiation interview, and automating the electronic health record workflow, including clinical and after visit documentation, order entry, prescribing, and referral for ongoing treatment in the community. Intervention to be informed by CDS measurement and user feedback during the factorial trial phase (Optimization Phase, Stage 1)
OTHER
Patient facing materials
Provider prompt to give patient customized discharge instructions directing patient to resources matched to their needs.
OTHER
Optimized EMBED
CDS following Optimization Phase, Stage 2: Rapid serialized testing
OTHER
Name of Intervention
Intervention to be informed by results during Evaluation Phase, Stage 1 and will involve refinement of user interface and workflows for the EMBED CDS: EMBED is a user user-centered, clinician clinician-facing clinical decision support system integrated into the electronic health record workflow to facilitate initiating buprenorphine in the emergency department by: diagnosing opioid use disorder with a checklist based on the diagnostic criteria of the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, fifth edition), assessing the severity of withdrawal with the Clinical Opioid Withdrawal Scale (COWS), motivating patients to accept treatment with a scripted brief negotiation interview, and automating the electronic health record workflow, including clinical and after visit documentation, order entry, prescribing, and referral for ongoing treatment in the community.
Primary outcome measures
Proportion of encounters with Buprenorphine initiation in the ED
Time frame: Upon discharge from the ED, 1 day
Proportion of eligible encounters with buprenorphine administered in the Emergency Department (ED) and/or prescribed buprenorphine on discharge from the ED. Obtained from EHR data.
Proportion of alerted encounters with CDS engagement
Time frame: From ED visit through end of trial stage/cycle, up to 18 months
Proportion of eligible encounters in the Emergency Department with an alert fired (silent or active) with CDS engagement. CDS engagement is defined as: OUD diagnosis entered via CDS, withdrawal assessment, readiness assessment, buprenorphine order/prescription placed, referral placed, or any flowsheet item completed.
Who can participate
This study lists these criteria on ClinicalTrials.gov. A study coordinator reviews eligibility during screening — this page does not determine whether you qualify.
Inclusion criteria
- Emergency department patient
- 18 years of age or older
- Moderate to severe opioid use disorder
Exclusion criteria
- Under 18 years of age
- Currently receiving medication for opioid use disorder
Where
- Guilford, Connecticut
- New Haven, Connecticut
Collaborators
National Institute on Drug Abuse (NIDA)
Related conditions & keywords
Frequently asked questions
What is a clinical trial?
A clinical trial is a research study that tests new medical treatments, drugs, devices, or procedures to determine their safety and effectiveness. Trials are carefully designed and monitored to protect participants while advancing medical knowledge.
Is it safe to participate?
Clinical trials follow strict safety guidelines and ethical standards. Trials must be reviewed and approved, and participants are closely monitored by medical professionals throughout the study. You can withdraw at any time if you choose.
Will I be compensated?
Many clinical trials offer compensation for your time, travel expenses, and inconvenience. The specific compensation varies by study and will be discussed during the screening process. All study-related medical care is typically provided at no cost to participants.
Will I receive a placebo instead of treatment?
When effective treatment exists, participants typically receive either the standard treatment plus the study intervention, or the standard treatment plus placebo. You would not be denied effective care. Placebos are primarily used when no proven treatment is available, or in addition to standard care. Your trial consent form will clearly explain what treatments you may receive.
Can I leave a trial if I change my mind?
Absolutely. Participation in clinical trials is completely voluntary. You have the right to withdraw from the study at any time, for any reason, without penalty or loss of benefits to which you are otherwise entitled.
How long does a clinical trial last?
Trial duration varies widely depending on the study design and purpose. Some trials last just a few weeks, while others may continue for months or years. The study coordinator will provide specific timeline information during your screening call.
Data: ClinicalTrials.gov · synced Jun 11, 2026 · Source of record for eligibility and locations