Clinical Decision Support to Prevent Suicide
CDS_PS
A Pragmatic Randomized Controlled Trial of Machine Learning-driven Clinical Decision Support to Improve Suicide Risk Screening in Ambulatory Care Settings
1 other identifier
interventional
596
1 country
1
Brief Summary
Suicide kills 132 Americans every day. The first step of suicide prevention is risk identification and prognostication. Researchers like this study team have developed and validated predictive models that use routinely collected Electronic Health Record (EHR) data like past diagnoses and medications to predict future suicide attempt risk. The study team's model based in machine learning is known as the Vanderbilt Suicide Attempt and Ideation Likelihood (VSAIL). VSAIL has been validated prospectively and externally to predict suicide attempt risk with a number needed to screen (NNS) of 271 for suicide attempt and 23 for suicidal ideation. NNS is the number of people who need to receive a test result to prevent one outcome - lower NNS is better. This study will evaluate the effectiveness of a Clinical Decision Support System called Vanderbilt Safecourse using VSAIL to prompt a novel Best Practice Advisory (BPA) to prompt face-to-face screening with a validated suicide screening instrument like the Columbia Suicide Severity Rating Scale (CSSRS).
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Aug 2022
Shorter than P25 for not_applicable
1 active site
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
March 7, 2022
CompletedFirst Posted
Study publicly available on registry
April 5, 2022
CompletedStudy Start
First participant enrolled
August 16, 2022
CompletedPrimary Completion
Last participant's last visit for primary outcome
February 16, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
February 16, 2023
CompletedMarch 14, 2023
March 1, 2023
6 months
March 7, 2022
March 10, 2023
Conditions
Outcome Measures
Primary Outcomes (1)
Face-to-face screening by clinician
Documentation of the validated, brief-version of the Columbia Suicide Severity Rating Scale (https://www.cms.gov/files/document/cssrs-screen-version-instrument.pdf) or recording a binary response "Will screen with alternative method" input by providers into the intervention Best Practice Advisory using a button in the Acknowledge Reason section of the BPA.
Up to 24 hours
Secondary Outcomes (3)
Subsequent encounter for suicidal ideation within sixty days
Sixty days after study encounter
Subsequent encounter for suicide attempt within sixty days
Sixty days after study encounter
Emergency Department Utilization
Sixty days after study encounter
Study Arms (2)
Interruptive Best Practice Advisory - CDS Intervention
EXPERIMENTALAdults at Elevated Predicted Risk (\>=2% predicted risk, based on our study, DOI: 10.1001/jamanetworkopen.2021.1428) at visit registration (aka "check-in") will be randomized to either Interruptive Alert or Passive Prompt CDS interventions. In the Interruptive Alert, the physician who next opens that patient's chart will be prompted to review a BPA describing the patient's risk and asking the physician to choose from the BPA options (see Interventions). The BPA will need to be dismissed to the Epic Storyboard or completed as above to continue clinical workflow.
Passive Storyboard Prompt - CDS Intervention
ACTIVE COMPARATORAdult patients in the highest predicted risk tier (\>=2% predicted risk, based on our research study, DOI: 10.1001/jamanetworkopen.2021.1428) at the time of visit registration (aka "check-in") will be randomized to either the Interruptive Alert or Passive Prompt CDS intervention arms. In the Passive Prompt arm, the physician who next opens the patients' charts after check-in (e.g., "Chart Review") will see a Storyboard icon for Elevated Suicide Risk on the left side of the screen. Hovering over this icon will bring up a window with the BPA information in a view identical to the Interruptive Alert arm. Clicking on the window will bring up the BPA with full functionality as in the Interruptive Alert arm.
Interventions
Experimental: CDS Intervention Adult patients in the highest predicted risk tier (\>=2% predicted risk) at the time visit registration (aka "check-in"). The Intervention would then be described as: Physicians review a Best Practice Advisory describing the patient's risk and choose from the following options: 1. Document face-to-face suicide risk screening with the Columbia Suicide Severity Rating Scale (CDS complete once the CSSRS is complete) 2. Agree to screen using an alternative method chosen at the clinician's discretion (CDS complete) 3. Disagree with alert and provide a rationale for disagreement (CDS complete) 4. Indicate suicide risk face-to-face screening has already occurred (CDS complete) 5. Dismiss the alert. The alert will be available in Epic "Storyboard" persistently until acted on further. The Storyboard functionality after dismissal is identical to the Passive Prompt, CDS intervention (below)
Adult patients in the highest predicted risk tier (\>=2% predicted risk, based on our research study, DOI: 10.1001/jamanetworkopen.2021.1428) at the time of visit registration (aka "check-in") will be randomized to either the Interruptive Alert or Passive Prompt CDS intervention arms. In the Passive Prompt arm, the physician who next opens the patients' charts after check-in (e.g., "Chart Review") will see a Storyboard icon for Elevated Suicide Risk on the left side of the screen. Hovering over this icon will bring up a window with the BPA information in a view identical to the Interruptive Alert arm. Clicking on the window will bring up the BPA with full functionality as in the Interruptive Alert arm.
Eligibility Criteria
You may qualify if:
- \> 18 years of age
- A visit in Neurology (first phase) or other non-mental health specialty setting at VUMC (second phase)
You may not qualify if:
- \) A CSSRS conducted within one week of the visit in another care setting at VUMC (recent screening)
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Vanderbilt University Medical Center
Nashville, Tennessee, 37203, United States
Related Publications (3)
Walsh CG, Johnson KB, Ripperger M, Sperry S, Harris J, Clark N, Fielstein E, Novak L, Robinson K, Stead WW. Prospective Validation of an Electronic Health Record-Based, Real-Time Suicide Risk Model. JAMA Netw Open. 2021 Mar 1;4(3):e211428. doi: 10.1001/jamanetworkopen.2021.1428.
PMID: 33710291BACKGROUNDWalsh CG, Ripperger MA, Novak L, Reale C, Anders S, Spann A, Kolli J, Robinson K, Chen Q, Isaacs D, Acosta LMY, Phibbs F, Fielstein E, Wilimitis D, Musacchio Schafer K, Hilton R, Albert D, Shelton J, Stroh J, Stead WW, Johnson KB. Risk Model-Guided Clinical Decision Support for Suicide Screening: A Randomized Clinical Trial. JAMA Netw Open. 2025 Jan 2;8(1):e2452371. doi: 10.1001/jamanetworkopen.2024.52371.
PMID: 39752160DERIVEDWalsh CG, Ripperger MA, Novak L, Reale C, Anders S, Spann A, Kolli J, Robinson K, Chen Q, Isaacs D, Acosta LMY, Phibbs F, Fielstein E, Wilimitis D, Musacchio Schafer K, Hilton R, Albert D, Shelton J, Stroh J, Stead WW, Johnson KB. Randomized Controlled Comparative Effectiveness Trial of Risk Model-Guided Clinical Decision Support for Suicide Screening. medRxiv [Preprint]. 2024 Mar 18:2024.03.14.24304318. doi: 10.1101/2024.03.14.24304318.
PMID: 38562678DERIVED
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Colin G Walsh, MD, MA
Vanderbilt University Medical Center
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- PARTICIPANT
- Masking Details
- Those randomized to intervention arm will have the intervention BPA prompt. Those randomized to the control arm will not have an associated BPA prompt. Risk predictions for all participants in study settings will be visible in eStar flowsheets for equipoise.
- Purpose
- PREVENTION
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Associate Professor
Study Record Dates
First Submitted
March 7, 2022
First Posted
April 5, 2022
Study Start
August 16, 2022
Primary Completion
February 16, 2023
Study Completion
February 16, 2023
Last Updated
March 14, 2023
Record last verified: 2023-03
Data Sharing
- IPD Sharing
- Will not share