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| ID | Type | Description | Link |
|---|---|---|---|
| UG3DA047003 | U.S. NIH Grant/Contract | View source |
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| Name | Class |
|---|---|
| National Institute on Drug Abuse (NIDA) | NIH |
| University of North Carolina | OTHER |
| University of Alabama at Birmingham | OTHER |
| Mayo Clinic |
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Emergency Departments (EDs) frequently care for individuals with Opioid Use Disorder (OUD). Buprenorphine (BUP) is an effective treatment option for patients with OUD that can safely be initiated in the ED. At present, BUP is rarely initiated as a part of routine ED care. Clinical decision support (CDS) represents a potential approach to accelerate adoption of this best practice into routine emergency care. The goal of this trial is to determine whether implementation of a user-centered clinical decision support (CDS) system can increase adoption of initiation of BUP into the routine emergency care of individuals with OUD.
The study design is an 18-month pragmatic, parallel, cluster randomized, superiority trial using constrained randomization of clusters to arms. The unit of randomization (i.e. cluster) is the ED. EDs will be randomly allocated with an allocation ratio of 1:1. Adequate lead time will be allotted to install the intervention in the electronic health records (EHR) at all intervention sites--including a three month implementation and washout phase. The intervention will then begin at the same time across all sites with the CDS intervention fully implemented in the intervention sites' EHRs at the start of the trial. Clinicians at control sites will retain all control of their practice and practice as usual without the CDS intervention installed in their EHR.
Pragmatic trials study an intervention under the usual conditions in which it will be applied; as opposed to an explanatory trial which would test an intervention under ideal conditions. In cluster randomized trials, treatment intervention is allocated to clusters (i.e. groups of individuals) rather than individuals. This is done to manipulate the physical or social environment of the intervention when an individual intervention would likely result in contamination between intervention and control participants at the group level. The parallel cluster randomized design was chosen over a stepped wedge design due to the high likelihood of confounding by temporal trends from ongoing efforts to mitigate the opioid epidemic. A major challenge of the cluster randomized design is from potential confounding due to a limited number of heterogeneous groups. Constrained randomization offers a solution to this source of confounding by balancing key cluster-level prognostic factors across the study to avoid distorting estimates of treatment effect due to the confounding factors. This allocation technique more evenly distributes potential confounders between intervention arms by specifying the confounding factors, characterizing each cluster in terms of these factors, identifying a subset of randomization combinations of clusters that adequately balance confounding factors between intervention arms and randomly selecting one of these combinations as the allocation scheme. Potential confounders that will be used for this trial are: EHR vendor, ED annual volume, ED type (e.g., academic, community, urban, rural, etc), ratio of ED clinicians who have a waiver to prescribe BUP, current rate of ED BUP prescribing, resources in ED to facilitate management of patients with OUD, and willingness of staff to adopt the practice of ED-initiation of BUP.
Intervention:
The intervention for this study includes the user-centered CDS as well as education of ED clinicians practicing at all study sites.
The need for flexibility in the graphical user interface of the intervention resulted in the decision to develop the CDS as a web application. This provides the ability to access the tool both embedded within the EHR or directly over the Internet. The web application was developed as a single-page application (SPA) based on React JavaScript library. The CDS is a user-initiated, Substitutable Medical Applications and Reusable Technologies (SMART) on Fast Health Interoperability Resources (FHIR) application that streamlines a flow diagram of the clinical protocol for ED-initiated BUP.
The intervention's graphical user interface is an intuitive, simple layout presenting four care pathways in columns based on the patient's diagnosis of OUD, the severity of withdrawal, and readiness to start treatment. There is additional, optional decision support available for guidance to: 1) evaluate OUD severity based on diagnostic and statistical manual of mental disorders (DSM)-5 criteria, 2) assess withdrawal severity using the clinical opiate withdrawal scale (COWS) score, and 3) motivate patient willingness and readiness to initiate medications for opioid use disorder (MOUD) treatment with a brief motivational interview. These materials are also available to share with other members of the care team via a web address, text messaging, or Quick Response (QR) code. The interface also includes a toggle switch for the user based on whether or not they have a waiver to prescribe BUP. Clinicians without a waiver cannot prescribe BUP but can administer a one-time dose of BUP in the ED for up to 72-hours. When integrated into the local EHR system, launching a care pathway enables the user to: place orders, refer for ongoing MOUD treatment, and update clinical notes.
The educational plan will be site-specific and tailored to the usual care at that institution. It will be administered within three months of the study start date. The details of the plan will be developed in partnership with local champions who self-identify an interest in helping to implement an ED-initiated BUP protocol at their site. Specifically, the education plan will be required to include:
1) A didactic on opioid use disorder, its diagnosis, assessment of withdrawal severity, and local resources for referral for ongoing MOUD treatment, 2)Circulation and posting in each study site ED of the flow diagram of the study's clinical protocol for ED-initiated BUP. Since this protocol is considered best practice, clinicians at control sites will retain all control of their practice and be encouraged to follow this protocol even though the CDS will not be available to them. 3) Intervention sites will include strategies to increase use of the intervention by training clinicians on how to launch and use the CDS. Use of the intervention will be tracked with site-specific audit and feedback that is consistent with typical quality improvement initiatives at that site.
Given the ongoing and escalating opioid epidemic and wide scope of this trial, the investigators anticipate that there may be concomitant interventions to stem OUD at study sites during the trial. The investigators plan to permit these interventions as long as they are: (1) implemented before randomization so that they can be tracked and accounted for in the constrained randomization process, and (2) they are not a health IT intervention targeted at clinicians to initiate BUP in the ED.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Clinical Decision Support for BUP | Experimental | The Clinical Decision Support (CDS) will be available for clinician use for Emergency Department (ED)-initiated buprenorphine/naloxone (BUP) with referral for ongoing medication assisted treatment (MAT) if: ED chief complaint or urine drug screen indicate opioid use. The clinician will then be prompted to complete DSM-5 checklist for OUD. If DSM-5 OUD Score>5 and urine drug screen is positive for opioids, then the clinician is prompted to complete COWS scale. If COWS score >12, then the clinician is prompted to order BUP. Regardless of COWS score, the clinician will be prompted to schedule an MAT appointment with BUP provider. The CDS will interface with outside MAT facilities so that making an appointment is easy and to capture data on whether an appointment has been scheduled. |
|
| Usual Care | No Intervention | The CDS will not be activated and patients will receive care as usual. |
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Clinical Decision Support (CDS) | Behavioral | This clinical decision support tool will improve the clinician's ability to identify those with OUD, initiate BUP and refer the patient to ongoing Medication Assisted Treatment (MAT) |
| Measure | Description | Time Frame |
|---|---|---|
| Count of Initiating BUP in the ED With Referral for Ongoing MOUD With User-centered CDS Compared With Usual Care | The primary outcome will be Buprenorphine (BUP) initiation in the Emergency Department (ED), defined as whether or not an eligible patient is administered BUP in the ED and/or prescribed BUP upon discharge from the ED. Although this is not a patient-centered outcome, it is a pragmatic and meaningful surrogate that will serve as a lead indicator of the CDS intervention's effect on engaging more OUD patients in treatment. Medications for Opioid Use Disorder (MOUD) | Upon discharge (Up to 1 day) |
| Measure | Description | Time Frame |
|---|---|---|
| Count of Those With Referral to Follow-up for Ongoing MOUD Treatment (Patient Level) | The count of enrolled patients who receive an Medication Assisted Therapy (MAT) appointment. Medications for Opioid Use Disorder (MOUD) | Upon discharge (Up to 1 day) |
| Rates Receiving a MAT Appointment Who go to the Appointment |
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Inclusion Criteria:
Clinicians
Patients
Exclusion Criteria:
Patients
Note: The CDS will also be available for physicians to use when patients do not meet the EHR phenotype. These patients will be excluded from the primary analyses
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| Name | Affiliation | Role |
|---|---|---|
| Edward Melnick, MD, MHS | Yale University | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| UAB Medicine Highlands - Highlands ED, (HED) | Birmingham | Alabama | 35205 | United States | ||
| UAB - University Hospital ED (UED) |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 41287157 | Derived | Cowan E, D'Onofrio G, Perrone J, Anderson E, Dziura J, Hawk K, Herring A, McCormack R, Phadke M, Samuels EA, Fiellin DA. Drug Use After Emergency Department-Initiated Injectable Buprenorphine: A Secondary Analysis of the ED-INNOVATION Ancillary Safety and Feasibility Trial. Acad Emerg Med. 2026 Mar;33(3):e70191. doi: 10.1111/acem.70191. Epub 2025 Nov 24. | |
| 37948075 | Derived | Gao E, Melnick ER, Paek H, Nath B, Taylor RA, Loza AJ. Adoption of Emergency Department-Initiated Buprenorphine for Patients With Opioid Use Disorder: Secondary Analysis of a Cluster Randomized Trial. JAMA Netw Open. 2023 Nov 1;6(11):e2342786. doi: 10.1001/jamanetworkopen.2023.42786. |
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Physicians in the study were not "enrolled" but rather were found in the electronic health record data used in the study.
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| ID | Title | Description |
|---|---|---|
| FG000 | Clinical Decision Support for BUP | The Clinical Decision Support (CDS) will be available for clinician use for Emergency Department (ED)-initiated buprenorphine/naloxone (BUP) with referral for ongoing medication assisted treatment (MAT) if: ED chief complaint or urine drug screen indicate opioid use. The clinician will then be prompted to complete DSM-5 checklist for OUD. If DSM-5 OUD Score>5 and urine drug screen is positive for opioids, then the clinician is prompted to complete COWS scale. If COWS score >12, then the clinician is prompted to order BUP. Regardless of COWS score, the clinician will be prompted to schedule an MAT appointment with BUP provider. The CDS will interface with outside MAT facilities so that making an appointment is easy and to capture data on whether an appointment has been scheduled. Clinical Decision Support (CDS): This clinical decision support tool will improve the clinician's ability to identify those with OUD, initiate BUP and refer the patient to ongoing Medication Assisted Treatment (MAT) |
| Title | Milestones | Reasons Not Completed | |||||
|---|---|---|---|---|---|---|---|
| Patients |
|
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| Type | Includes Protocol | Includes SAP | Includes ICF | Document Label | Document Date | Document Uploaded Date | Document File Name |
|---|---|---|---|---|---|---|---|
| Prot_SAP | Yes | Yes | No | Study Protocol and Statistical Analysis Plan | Aug 22, 2018 |
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| OTHER |
| The Cooper Health System | OTHER |
| University of California, Davis | OTHER |
Parallel cluster randomized
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Data will be collected in the aggregate for the percentage of patients that attended the referral MAT appointment |
| 18 months |
| Number of Clinicians Providing ED-initiated BUP | Number of clinicians providing ED-initiated BUP regardless of CDS | 18 months |
| Number of Clinicians Providing Referral of Any Ongoing MOUD Treatment | Number of clinicians that refer patients with OUD regardless of CDS | 18 months |
| Number of Clinicians Who Have Received Drug Addiction Treatment Act (DATA) of 2000 Training | Number of clinicians that obtained DATA waiver | 18 months |
| Birmingham |
| Alabama |
| 35233 |
| United States |
| UAB Freestanding Emergency Department of Gardendale (GED) | Gardendale | Alabama | 35071 | United States |
| UCHealth Anschutz Medical Campus (AMC) | Aurora | Colorado | 80045 | United States |
| UCHealth Memorial Hospital Central | Colorado Springs | Colorado | 80909 | United States |
| UCHealth Memorial Hospital North (MHN) | Colorado Springs | Colorado | 80920 | United States |
| UCHealth Poudre Valley Hospital (PVH) | Fort Collins | Colorado | 80524 | United States |
| UCHealth Medical Center of the Rockies | Loveland | Colorado | 80538 | United States |
| Bridgeport Hospital ED (BPT), YNHHS | Bridgeport | Connecticut | 06610 | United States |
| Greenwich Hospital ED (GH), YNHHS | Greenwich | Connecticut | 06830 | United States |
| St Raphael's Campus (SRC), YNHHS | New Haven | Connecticut | 06410 | United States |
| Lawrence + Memorial Hospital ED (L&M), YNHHS | New London | Connecticut | 06320 | United States |
| Baystate Franklin | Greenfield | Massachusetts | 01301 | United States |
| Baystate Wing Hospital ED | Palmer | Massachusetts | 01069 | United States |
| Baystate Springfield Hospital ED | Springfield | Massachusetts | 01199 | United States |
| Baystate Mary Lane Hospital ED | Ware | Massachusetts | 01082 | United States |
| Baystate Noble | Westfield | Massachusetts | 01085 | United States |
| UNC Hospitals Emergency Department, UNCHS | Chapel Hill | North Carolina | 27514 | United States |
| REX Healthcare Emergency Department, UNCHS | Raleigh | North Carolina | 27607 | United States |
| Emergency Care Center at Nash General Hospital, UNCHS | Rocky Mount | North Carolina | 27804 | United States |
| Chatham Hospital ED, UNCHS | Siler City | North Carolina | 27344 | United States |
| Johnston Health ED, UNCHS | Smithfield | North Carolina | 27577 | United States |
| 35760423 | Derived | Melnick ER, Nath B, Dziura JD, Casey MF, Jeffery MM, Paek H, Soares WE 3rd, Hoppe JA, Rajeevan H, Li F, Skains RM, Walter LA, Patel MD, Chari SV, Platts-Mills TF, Hess EP, D'Onofrio G. User centered clinical decision support to implement initiation of buprenorphine for opioid use disorder in the emergency department: EMBED pragmatic cluster randomized controlled trial. BMJ. 2022 Jun 27;377:e069271. doi: 10.1136/bmj-2021-069271. |
| 32309637 | Derived | Melnick ER, Nath B, Ahmed OM, Brandt C, Chartash D, Dziura JD, Hess EP, Holland WC, Hoppe JA, Jeffery MM, Katsovich L, Li F, Lu CC, Maciejewski K, Maleska M, Mao JA, Martel S, Michael S, Paek H, Patel MD, Platts-Mills TF, Rajeevan H, Ray JM, Skains RM, Soares WE 3rd, Deutsch A, Solad Y, D'Onofrio G. Progress Report on EMBED: A Pragmatic Trial of User-Centered Clinical Decision Support to Implement EMergency Department-Initiated BuprenorphinE for Opioid Use Disorder. J Psychiatr Brain Sci. 2020;5:e200003. doi: 10.20900/jpbs.20200003. Epub 2020 Feb 21. |
| 31152039 | Derived | Melnick ER, Jeffery MM, Dziura JD, Mao JA, Hess EP, Platts-Mills TF, Solad Y, Paek H, Martel S, Patel MD, Bankowski L, Lu C, Brandt C, D'Onofrio G. User-centred clinical decision support to implement emergency department-initiated buprenorphine for opioid use disorder: protocol for the pragmatic group randomised EMBED trial. BMJ Open. 2019 May 30;9(5):e028488. doi: 10.1136/bmjopen-2018-028488. |
| FG001 | Usual Care | The CDS will not be activated and patients will receive care as usual. |
| COMPLETED |
|
| NOT COMPLETED |
|
| Physicians |
|
There were 5047 patients included in this study. The 599 physicians were not considered enrolled.
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| ID | Title | Description |
|---|---|---|
| BG000 | Clinical Decision Support for BUP | The Clinical Decision Support (CDS) will be available for clinician use for Emergency Department (ED)-initiated buprenorphine/naloxone (BUP) with referral for ongoing medication assisted treatment (MAT) if: ED chief complaint or urine drug screen indicate opioid use. The clinician will then be prompted to complete DSM-5 checklist for OUD. If DSM-5 OUD Score>5 and urine drug screen is positive for opioids, then the clinician is prompted to complete COWS scale. If COWS score >12, then the clinician is prompted to order BUP. Regardless of COWS score, the clinician will be prompted to schedule an MAT appointment with BUP provider. The CDS will interface with outside MAT facilities so that making an appointment is easy and to capture data on whether an appointment has been scheduled. Clinical Decision Support (CDS): This clinical decision support tool will improve the clinician's ability to identify those with OUD, initiate BUP and refer the patient to ongoing Medication Assisted Treatment (MAT) |
| BG001 | Usual Care | The CDS will not be activated and patients will receive care as usual. |
| BG002 | Total | Total of all reporting groups |
| Units | Counts |
|---|---|
| Participants |
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| Title | Description | Population Description | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Denominator Units Selected | Denominators | Classes | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age, Categorical | Categorical Age Grouping for Physicians | There were 599 physicians included in the study, 524 physicians (75 missing) had demographic information. | Count of Participants | Participants |
| ||||||||||||||
| Age, Continuous | Age, continuous for patients in the study. | Median | Inter-Quartile Range | years |
| ||||||||||||||
| Sex: Female, Male | 5047 patients had demographic information, 524 physicians (75 missing) had demographic information. | Count of Participants | Participants |
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| Ethnicity (NIH/OMB) | Race/Ethnicity was not collected for the physicians in the study. | Count of Participants | Participants |
| |||||||||||||||
| Race (NIH/OMB) | Race/Ethnicity was not collected for the physicians in the study. | Count of Participants | Participants |
| |||||||||||||||
| Region of Enrollment | 5047 patients, 599 physicians combined. | Number | participants |
|
| Type | Title | Description | Population Description | Reporting Status | Anticipated Posting Date | Parameter Type | Dispersion Type | Unit of Measure | Calculate Percentage | Time Frame | Units Analyzed | Denominator Units Selected | Arm/Group Information | Denominators | Classes | Analyses | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Primary | Count of Initiating BUP in the ED With Referral for Ongoing MOUD With User-centered CDS Compared With Usual Care | The primary outcome will be Buprenorphine (BUP) initiation in the Emergency Department (ED), defined as whether or not an eligible patient is administered BUP in the ED and/or prescribed BUP upon discharge from the ED. Although this is not a patient-centered outcome, it is a pragmatic and meaningful surrogate that will serve as a lead indicator of the CDS intervention's effect on engaging more OUD patients in treatment. Medications for Opioid Use Disorder (MOUD) | Posted | Count of Participants | Participants | Upon discharge (Up to 1 day) |
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| Secondary | Count of Those With Referral to Follow-up for Ongoing MOUD Treatment (Patient Level) | The count of enrolled patients who receive an Medication Assisted Therapy (MAT) appointment. Medications for Opioid Use Disorder (MOUD) | Posted | Count of Participants | Participants | Upon discharge (Up to 1 day) |
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| Secondary | Rates Receiving a MAT Appointment Who go to the Appointment | Data will be collected in the aggregate for the percentage of patients that attended the referral MAT appointment | These data were not able to be obtained. | Posted | 18 months |
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| Secondary | Number of Clinicians Providing ED-initiated BUP | Number of clinicians providing ED-initiated BUP regardless of CDS | Clinicians participating in the study. | Posted | Count of Participants | Participants | 18 months |
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| Secondary | Number of Clinicians Providing Referral of Any Ongoing MOUD Treatment | Number of clinicians that refer patients with OUD regardless of CDS | Clinicians participating in the study. | Posted | Count of Participants | Participants | 18 months |
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| Secondary | Number of Clinicians Who Have Received Drug Addiction Treatment Act (DATA) of 2000 Training | Number of clinicians that obtained DATA waiver | Clinicians participating in the study. | Posted | Count of Participants | Participants | 18 months |
|
1 day
Data for adverse events on patients would have been collected at the time of the encounter with the physician. Adverse events were not monitored or assessed in physicians.
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| ID | Title | Description | Deaths (Affected) | Deaths (At Risk) | Serious Events (Affected) | Serious Events (At Risk) | Other Events (Affected) | Other Events (At Risk) |
|---|---|---|---|---|---|---|---|---|
| EG000 | Clinical Decision Support for BUP | The Clinical Decision Support (CDS) will be available for clinician use for Emergency Department (ED)-initiated buprenorphine/naloxone (BUP) with referral for ongoing medication assisted treatment (MAT) if: ED chief complaint or urine drug screen indicate opioid use. The clinician will then be prompted to complete DSM-5 checklist for OUD. If DSM-5 OUD Score>5 and urine drug screen is positive for opioids, then the clinician is prompted to complete COWS scale. If COWS score >12, then the clinician is prompted to order BUP. Regardless of COWS score, the clinician will be prompted to schedule an MAT appointment with BUP provider. The CDS will interface with outside MAT facilities so that making an appointment is easy and to capture data on whether an appointment has been scheduled. Clinical Decision Support (CDS): This clinical decision support tool will improve the clinician's ability to identify those with OUD, initiate BUP and refer the patient to ongoing Medication Assisted Treatment (MAT) | 0 | 2,787 | 0 | 2,787 | 0 | 2,787 |
| EG001 | Usual Care | The CDS will not be activated and patients will receive care as usual. | 0 | 2,260 | 0 | 2,260 | 0 | 2,260 |
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| Title | Organization | Phone | Extension | |
|---|---|---|---|---|
| Ted Melnick, MD, MHS Associate Professor of Emergency Medicine and of Biostatistics (Health Informat | Yale School of Medicine | (203) 785-5174 | edward.melnick@yale.edu |
| May 6, 2022 |
| Prot_SAP_000.pdf |
| ID | Term |
|---|---|
| D009293 | Opioid-Related Disorders |
| ID | Term |
|---|---|
| D000079524 | Narcotic-Related Disorders |
| D019966 | Substance-Related Disorders |
| D064419 | Chemically-Induced Disorders |
| D001523 | Mental Disorders |
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| Between 18 and 65 years |
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| >=65 years |
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