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Not yet recruitingNCT07249385Updated Jan 22, 2026

Nudging Provider Adoption of Clinical Decision Support: Implementation of an EHR-Agnostic Pulmonary Embolism Risk Prediction Tool

An interventional study of Clinical Decision Support (CDS) tool with Nudges in Pulmonary Embolism, sponsored by NYU Langone Health. Not yet recruiting at 3 sites in United States. Open to participants aged 18 Years and older, including healthy volunteers. Per ClinicalTrials.gov, last updated 2026-01-22.

Sponsored by NYU Langone Health · Not applicable, Interventional, and Supportive care

Phase
Not applicable
Study type
Interventional
Enrollment
440
Allocation
Not applicable
Ages
18 Years and older
Sex
All
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Study summary

The purpose of this study is to examine the impact of the nudge implementation strategy (CDS tool + Nudge) on adoption of guideline-concordant CT ordering for pulmonary embolism (PE) in 10 EDs. The study will be a 33-month, rigorous, pragmatic, cluster-randomized, stepped wedge trial across 3 health systems and 10 EDs after collecting pre-implementation baseline data. The aim is to to demonstrate technological feasibility as well as examine efficacy of the nudges on adoption. The secondary objective is to decrease CT-ordering when it is not indicated.

Read the detailed description

Part 1 of the study included the collection of data. During the pre-implementation period each sites electronic health record (EHR) and baseline data was collected for 12 months. In Part 2, the study will examine the impact of the nudge implementation strategy (CDS tool + Nudge) on adoption of guideline-concordant CT ordering for PE in 10 EDs. Adoption outcomes data will be collected through EHR reporting systems.

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Conditions studied

  • Pulmonary Embolism

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03

In context

Pulmonary Embolism

739 studies on the registry are indexed under Pulmonary Embolism; 159 are open to participants now.

This study's planned enrollment of 440 is above the median of 150 across 381 interventional studies indexed under Pulmonary Embolism.

Browse Pulmonary Embolism studies →

Lead sponsor

NYU Langone Health is the lead sponsor of 1,391 studies on the registry; 254 are open to participants now.

Of its 227 completed or terminated interventional studies of FDA-regulated products, 191 (84%) have results posted.

Counted across the registry records on this site, refreshed daily.

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Who can participate

Ages eligible
18 Years and older
Sexes eligible
All
Accepts healthy volunteers
Yes

Inclusion criteria

  1. 18 years of older
  2. A provider (MD, NP, PA) ordering CTs for evaluation of PE in adult patients present at study site Emergency Department (i.e., Northwell Health - Feinstein Institute for Medical Research, Baylor College of Medicine and NYU Langone Health).

Exclusion criteria

Exclusion Criteria:

1. A provider not present at the specified study sites.

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Study design

Phase
Not applicable
Primary purpose
Supportive care
Allocation
Not applicable
Intervention model
Single group
Masking
None (open label)
Enrollment
440 participants (estimated)

Study arms

  • Experimental
    Emergency Department (ED) Providers

    Each ED will serve as its own control. Baseline data will be collected for 12 months prior to the implementation of the CDS system with nudges. The CDS tool with nudges will then be implemented for 33 months.

    Behavioral: Clinical Decision Support (CDS) tool with Nudges

Interventions

  • BehavioralClinical Decision Support (CDS) tool with Nudges

    The CDS tool with nudges provide information to providers to practice medicine in accordance with CT (computed tomography) ordering guidelines. The tool will only deploy when the provider is going against clinical guidelines and therefore provides a chance for the provider to reconsider their actions.

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What researchers measure

Primary outcomes

  1. Percentage of CT scan orders that are guideline-concordant

    Guideline-concordant is defined as CT scan orders with Wells' Score \>4 \["PE Likely"\] and/or d-dimer above upper limit of normal.

    Time frame: Baseline (Month 12)

  2. Percentage of CT scan orders that are guideline-concordant

    Guideline-concordant is defined as CT scan orders with Wells' Score \>4 \["PE Likely"\] and/or d-dimer above upper limit of normal.

    Time frame: End of intervention (Month 45)

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Study locations

3 sites
  • Northwell Health - Feinstein Institute for Medical Research
    Manhasset, New York 11030, United States
  • NYU Langone Health
    New York, New York 10016, United States
  • Baylor College of Medicine
    Houston, Texas 77030, United States
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References and documents

Publications

  • Khan S, Thomas Y, Garg N, Genes N, Simon GW, Cleland CM, Mir U, Dauber-Decker KL, Solomon JN, Shunk A, Xu L, Mastrianni A, Cui Y, Henning N, Diefenbach MA, McGinn T, Richardson S. Nudging provider adoption of clinical decision support: study protocol for a stepped-wedge cluster randomized, hybrid type III trial of an electronic health record-agnostic pulmonary embolism risk tool. Implement Sci. 2026 May 25. doi: 10.1186/s13012-026-01508-0. Online ahead of print. PubMed 42186073 ↗

Individual participant data

Plan to share: Yes — The de-identified participant data from the final research dataset will be shared upon reasonable request beginning 9 to 36 months after publication or as required by a condition of awards or supporting agreements, provided the requesting investigator executes a data use agreement with NYU Langone Health. This instance of data sharing will also require separate IRB review as well as review from NYU Langone's Data Sharing Strategy Board (DSSB). Requests should be directed to: Safiya.richardson@nyulangone.org. The protocol and statistical analysis plan will be posted on Clinicaltrials.gov only as required by federal regulation or supporting awards and agreements.

Supporting information: Study protocol, Sap

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Updates

Tracking since Sep 25, 2026
No changes since tracking began. The registry record was last updated on Jan 22, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
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Registry details

Key details

Study ID
NCT07249385
Lead sponsor
NYU Langone Health
Collaborators
National Heart, Lung, and Blood Institute (NHLBI)
Responsible party
Sponsor
First posted
Nov 25, 2025
Start date
Feb 15, 2026 (estimated)
Primary completion
Jul 1, 2028 (estimated)
Completion
Mar 31, 2029 (estimated)
Last update
Jan 22, 2026

Study contacts

Natalie Henning
Contact
Natalie.henning@nyulangone.org
239-810-1186
Lynn Xu
Contact
Lynn.xu@nyulangone.org
646-501-7911
Safiya Richardson, MD MPH
principal investigator · NYU Langone Health

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is not yet recruiting, as verified in Nov 2025. You cannot join it, but the record below documents what was studied.

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