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Opioid Use DisorderADAPTNCT06799117

Adaptive Decision Support for Addiction Treatment Master

A study testing EMBED CDS, Nurse prompt to complete COWS and Provider Prompt in people with Opioid Use Disorder, run by Yale University at 3 sites in United States.

Recruiting

Looking for participants now. Contact the study team or a site below to ask about taking part.

Sites and contacts
Official record
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Trial summary

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. Read more about this study

Who is it for?
Ages 18 years and older
Conditions the study is for
Opioid Use Disorder
What is being tested?
EMBED CDS, Nurse prompt to complete COWS and Provider Prompt
Could I receive a placebo?
No, everyone receives an active treatment
How many people
1,912 participants
Where
3 sitesUnited States
Study dates
21 Mar 2025to 31 Mar 2028
Phase
Interventional
Are there results?
Not yet: the study is under way

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 18 years and older
  • All sexes
  • No healthy volunteers
  • Adult, Older adult

Who may be able to join

  • Emergency department patient
  • 18 years of age or older
  • Moderate to severe opioid use disorder

Who cannot join

  • Under 18 years of age
  • Pregnant
  • Currently receiving medication for opioid use disorder

Trial locations and contacts

3 sites in 1 country. Contact the study team or a site near you to ask about taking part.

Edward Melnick, MD, MHS contact

203-785-4363

edward.melnick@yale.edu

Laurel Buchanan contact

laurel.buchanan@yale.edu

United States3 sites, 3 recruiting
  • Yale New Haven Shoreline Medical Center

    Guilford, Connecticut, 06437

    Recruiting
  • Yale New Haven Hospital- St. Raphael

    New Haven, Connecticut, 06510

    Recruiting
  • Yale New Haven Hospital

    New Haven, Connecticut, 06510

    Recruiting

Other trials in United States

About this study

Official title: Adaptive Decision Support for Addiction Treatment (ADAPT)

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.

Read more

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.

*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

Read the detailed description

Computerized clinical decision support (CDS) is a scalable strategy to standardize evidence-

based practices and respond efficiently to the evolving operational demands of the opioid crisis.

Effective practice change requires CDS tools that are usable (easy to learn, efficient to navigate, support task completion with minimal errors, and provide a satisfactory user experience), well-

integrated into clinical workflows and supported by coordinated implementation strategies. We

will refine and evaluate the uptake, usability, and reach of a nationally disseminated multicomponent CDS intervention to improve treatment initiation during emergency care for individuals with opioid use disorder.

This study refines and optimizes the EMBED* clinical decision support (CDS; see NCT03658642) to increase the 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 Phases: This phase has two stages. In stage 1, investigators will conduct a 2x2x2 factorial trial to expand EMBED to include sustainable implementation strategies: nurse prompts 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. We will be randomizing these 3 strategies at the encounter level, resulting in these 8 arms:

Original EMBED

EMBED + nurse prompt

EMBED + clinician prompt

EMBED + patient facing materials

EMBED + nurse prompt + clinician prompt

EMBED + nurse prompt + patient facing materials

EMBED + clinician prompt + patient facing materials

EMBED + nurse prompt + clinician prompt + patient facing materials

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. This will be done by identifying specific targets for improvement and applying novel CDS outcome measures in serial randomized tests.

Evaluation phase: In this confirmatory phase, investigators will conduct a randomized trial to compare the efficacy and effectiveness of the optimized package compared to the original on ED-initiation of buprenorphine rates in patients with OUD. During this phase, the optimized treatment package will be tested in a fully powered 2-arm randomized trial comparing the efficacy of the optimized, multicomponent intervention package to the original EMBED CDS on rates of ED initiation of buprenorphine in patients with OUD. Based on the results of the optimization phase factorial trial in conjunction with findings from the rapid, serial randomized testing, the optimized treatment package will include individual components found to increase CDS uptake and all usability and workflow improvements found to decrease errors and increase efficiency in serial randomized testing.

*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.

Being tested
EMBED CDS, Nurse prompt to complete COWS, Provider Prompt, Patient facing materials, Optimized EMBED
Keywords
Opioid use disorder, Clinical Decision Support
Medical subject headings
Opioid-Related Disorders

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

  • EMBED CDSOther

    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)

  • Nurse prompt to complete COWSOther

    Nurse prompt to complete COWS

  • Provider PromptOther

    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)

  • Patient facing materialsOther

    Provider prompt to give patient customized discharge instructions directing patient to resources matched to their needs.

  • Optimized EMBEDOther

    CDS following Optimization Phase, Stage 2: Rapid serialized testing

  • Name of InterventionOther

    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.

Study groups in NCT06799117
Study groupRoleWhat they receive
Optimization Phase, Stage1: Factorial TrialExperimentalSuccessful completion of Optimization Phase, Stage 1 Successful completion of the 2x2x2 factorial trial in which investigators expand EMBED to include sustainable implementation strategies: nurse prompt for withdrawal assessment, and targeted clinician prompt to use the CDS along with patient resources to promote equity and motivate readiness to start treatment.
Receives: Other: EMBED CDS; Other: Nurse prompt to complete COWS; Other: Provider Prompt; Other: Patient facing materials
Optimization Phase, Stage 2: Rapid serialized testingExperimentalSuccessful completion of Optimization Phase, Stage 2: 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.
Receives: Other: EMBED CDS; Other: Name of Intervention
Evaluation PhaseExperimentalSuccessful completion of the Evaluation phase: Investigators will conduct a randomized trial to compare the efficacy of the optimized package compared to the original on ED-initiation of buprenorphine rates in patients with OUD.
Receives: Other: EMBED CDS; Other: Optimized EMBED

What is being measured

The primary outcome is the main question the study is designed to answer.

  1. Proportion of encounters with Buprenorphine initiation in the ED

    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.

    Measured: Upon discharge from the ED, 1 day

  2. Proportion of alerted encounters with CDS engagement

    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.

    Measured: From ED visit through end of trial stage/cycle, up to 18 months

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted29 Jan 2025
  2. Study start21 Mar 2025
  3. Primary completion31 Mar 2028 (estimated)
  4. Study completion31 Mar 2028 (estimated)

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Interventional
Phase
Phase N/A
Primary purpose
Treatment
Allocation
Randomised
Intervention model
Parallel groups
Model description
Eligible patients are randomized to a study arm during Emergency Department encounters at study sites. There is no open enrollment.
Masking
None (open label)
Enrolment
1,912 participants (estimated)
IDs, dates and publications
ClinicalTrials.gov ID
NCT06799117
Sponsor's protocol ID
2000038624
Other IDs
5R33DA059884-02
Acronym
ADAPT
Status last verified
Jun 2026
First submitted
23 Jan 2025
Last updated
11 Jun 2026
Results posted
No
Data monitoring committee
Yes
FDA-regulated drug
No
FDA-regulated device
No
Individual data sharing
Yes: De-identified data related to EHR use measurements in various levels of aggregation. e.g., time spent on the CDS or threshold outcomes such as dismissal of the CDS without action under a specific amount of time or the time spent on CDS that exceeds what was expected based on the patient's clinical opioid withdrawal (COWS) score, time in the ED, or level of acuity, patient acuity, chief complaints or diagnoses, clinician, interruptions (such as orders started but not finished), task switching, seasonality, and variation in shift timing (such as nights and weekends). Data shared will include variables relating to patient demographics, medical history, prescription information, clinician facing clinical decision support (CDS) firing and clinician action information, and clinician prescribing decisions and historical prescribing

Publications

  • Iscoe MS, Diniz Hooper C, Levy DR, Buchanan L, Dziura J, Meeker D, Taylor RA, D'Onofrio G, Oladele C, Sarpong DF, Paek H, Wilson FP, Heagerty PJ, Delgado MK, Hoppe J, Melnick ER. Adaptive decision support for addiction treatment to implement initiation of buprenorphine for opioid use disorder in the emergency department: protocol for the ADAPT Multiphase Optimization Strategy trial. BMJ Open. 2025 Feb 20;15(2):e098072. doi: 10.1136/bmjopen-2024-098072.

    PubMed 39979056

Questions about this trial

What is this clinical trial studying?

A study testing EMBED CDS, Nurse prompt to complete COWS and Provider Prompt in people with Opioid Use Disorder, run by Yale University at 3 sites in United States.

The full registered description is in the About this study section and the official record.

Who may be eligible to take part?

The sponsor lists 3 inclusion and 3 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.

Is this clinical trial currently recruiting?

The record says: looking for participants now, as of the sponsor's last update on 11 Jun 2026. Status can change between updates, so confirm with the study contact before making plans.

Where is the study taking place?

The record lists 3 sites in United States. Whether a site is taking part right now should be confirmed with that site. See every site.

What are the possible benefits and risks?

They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.

Are results available for this study?

This study is still under way. Results are not available in the source record yet.

How can a doctor refer a patient or contact the research team?

Contact Edward Melnick, MD, MHS (203-785-4363, edward.melnick@yale.edu), or a site near the patient. AzTrials does not enrol participants or take referrals.

What does the primary outcome measure?

Proportion of encounters with Buprenorphine initiation in the ED (time frame: Upon discharge from the ED, 1 day). The study lists 2 primary outcomes in all. It is what the study was designed to measure, not a finding.

Where can I read the original study information?

On the ClinicalTrials.gov record for NCT06799117, which also lists 1 linked publication.

Does a listing mean the treatment is approved or proven to work?

No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.

How often is this information updated?

AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 11 Jun 2026.

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