ClinicalTrials.gg
CompletedNCT05203185Updated Jun 26, 2023Results posted

Nudging Provider Adoption of Clinical Decision Support

An interventional study of Pulmonary Embolism Risk Kalculator (PERK) in Pulmonary Embolism, sponsored by NYU Langone Health. Completed at 2 sites in United States. Open to participants aged 25 Years to 70 Years, including healthy volunteers. Per ClinicalTrials.gov, last updated 2023-06-26.

Sponsored by NYU Langone Health · Not applicable, Interventional, and Health services research

From the registry’s dates

  • Registered 6 months after the study started (first participant enrolled Jul 2021, registered Jan 2022).
Phase
Not applicable
Study type
Interventional
Enrollment
1,612
Allocation
Non-randomized
Ages
25 Years to 70 Years
Sex
All
01

Study summary

The central hypothesis of this proposal is that the addition of a theory-informed "nudge" to a clinical decision support (CDS) tool will address identified behavioral barriers to use and significantly improve adoption by providers. Nudges are applications of behavioral science, defined as positive reinforcement and indirect suggestions that have a non-forced effect on decision making. This study will use a behavioral theory-informed process to develop a new CDS tool that includes a nudge that addresses barriers to adoption.

Read the detailed description

The research team developed and pilot tested two CDS tools for pulmonary embolism (PE) risk stratification in the Emergency Department (ED). One of the tools incorporated two behavioral theory-informed nudges in the user interface. The research team's objective was to pilot test the tools to demonstrate feasibility as well as examine preliminary efficacy of the nudges on provider adoption of the tool. This cluster non-randomized controlled trial took place between September 20th, 2021 and March 3rd, 2022 in two EDs that are a part of a large academic health system in the New York City metropolitan area. All ED providers (physicians, physician assistants and nurse practitioners) seeing patients for the evaluation of PE during this time were included in the trial. The EDs were chosen based on their comparable size and acuity levels.

02

Conditions studied

  • Pulmonary Embolism

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Keywords

  • Clinical Decision Support
  • Pulmonary Embolism
  • Behavioral Design
  • Health Informatics
03

In context

Pulmonary Embolism

753 studies on the registry are indexed under Pulmonary Embolism; 157 are open to participants now.

This study's enrollment of 1,612 is above the median of 150 across 387 interventional studies indexed under Pulmonary Embolism.

Browse Pulmonary Embolism studies →

Lead sponsor

NYU Langone Health is the lead sponsor of 1,421 studies on the registry; 254 are open to participants now.

Of its 231 completed or terminated interventional studies of FDA-regulated products, 195 (84%) have results posted.

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

04

Who can participate

Ages eligible
25 Years to 70 Years
Sexes eligible
All
Accepts healthy volunteers
Yes

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Medical doctors, nurse practitioners and physician assistants working full time at Huntington Hospital and Long Island Jewish Valley Stream

Exclusion criteria

Exclusion Criteria:

  • Does not meet the inclusion criteria
05

Study design

Phase
Not applicable
Primary purpose
Health services research
Allocation
Non-randomized
Intervention model
Parallel assignment
Masking
None (open label)
Enrollment
1,612 participants (actual)

Study arms

  • Experimental
    Intervention Site

    Full time employed Emergency Department providers will use the new CDS tool, Pulmonary Embolism Risk Kalculator (PERK), which includes nudges to improve use and will be integrated into the electronic medical record and will be accessible for 6 months

    Other: Pulmonary Embolism Risk Kalculator (PERK)

  • No intervention
    No Intervention Site

    Full time employed Emergency Department providers used a CDS tool, Pulmonary Embolism Calculator (PE CALC), without nudges to improve use, to reduce unnecessary imaging in the diagnosis of pulmonary embolism (PE) in the emergency department (ED).

Interventions

  • OtherPulmonary Embolism Risk Kalculator (PERK)

    Nudges are applications of behavioral science, defined as positive reinforcement and indirect suggestions that have a non-forced effect on decision making. Nudges will be to the PE CALC CDS tool to develop the new CDS tool, PERK.

06

What researchers measure

Primary outcomes

  1. Percentage of Patient Visits Where the Provider Adopted the Pulmonary Embolism Risk Kalculator (PERK) Tool

    The tool is considered adopted during a patient visit if the provider accepted the recommendation given by the PERK tool (i.e., a D-dimer was recommended and ordered or a CT pulmonary angiogram (CTPA) was recommended and ordered). This outcome measure is assessed using electronic health record (EHR) data from the patient visit.

    Time frame: Up to Month 6

Secondary outcomes

  1. Percentage of PE-Designated CTPA Tests That Are Positive for PE

    Monitored using EHR reporting data. Calculated as the percentage of CTPA tests ordered to evaluate for PE that are positive for PE.

    Time frame: Up to Month 6

07

Results

Posted Jun 26, 2023

Participant flow

Participant flow — Overall Study
MilestoneIntervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - Patients
Started4935793735
Completed4935793735
Not completed0000

Outcome measures

PrimaryPercentage of Patient Visits Where the Provider Adopted the Pulmonary Embolism Risk Kalculator (PERK) Tool

The tool is considered adopted during a patient visit if the provider accepted the recommendation given by the PERK tool (i.e., a D-dimer was recommended and ordered or a CT pulmonary angiogram (CTPA) was recommended and ordered). This outcome measure is assessed using electronic health record (EHR) data from the patient visit.

Time frame:
Up to Month 6
Reported as:
Number · Percentage of Patient Visits
Percentage of Patient Visits Where the Provider Adopted the Pulmonary Embolism Risk Kalculator (PERK) Tool
Percentage of Patient VisitsIntervention Site - Patients and ProvidersNo Intervention Site - Patients and Providers
Percentage of Patient Visits Where the Provider Adopted the Pulmonary Embolism Risk Kalculator (PERK) Tool39.1120.66
SecondaryPercentage of PE-Designated CTPA Tests That Are Positive for PE

Monitored using EHR reporting data. Calculated as the percentage of CTPA tests ordered to evaluate for PE that are positive for PE.

Time frame:
Up to Month 6
Reported as:
Number · Percentage of PE-Designated CTPA Tests
Percentage of PE-Designated CTPA Tests That Are Positive for PE
Percentage of PE-Designated CTPA TestsIntervention Site - Patients and ProvidersNo Intervention Site - Patients and Providers
Percentage of PE-Designated CTPA Tests That Are Positive for PE26.4510.76

Adverse events

Collected over 6 months.. Non-serious events are listed at a 0% frequency threshold.

Adverse event summary by group
GroupDeathsSeriousOther
Intervention Site - Patients0/793 (0%)0/793 (0%)0/793 (0%)
No Intervention Site - Patients0/735 (0%)0/735 (0%)0/735 (0%)

Baseline characteristics

Sex, ethnicity and race data were not collected from Provider participants. Sex data were not collected from Patient participants.

Age, Continuous
Age, Continuous(years)Intervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - PatientsTotal
Median38 (33 to 44)35 (33 to 38)65 (53 to 79)64 (49 to 77)51 (38 to 65)
Sex: Female, Male
Sex: Female, Male(Participants)Intervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - PatientsTotal
Female————0
Male————0
Ethnicity (NIH/OMB)
Ethnicity (NIH/OMB)(Participants)Intervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - PatientsTotal
Hispanic or Latino——6932101
Not Hispanic or Latino——6736171290
Unknown or Not Reported——5186137
Race (NIH/OMB)
Race (NIH/OMB)(Participants)Intervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - PatientsTotal
American Indian or Alaska Native——000
Asian——143246
Native Hawaiian or Other Pacific Islander——000
Black or African American——42435477
White——618146764
More than one race——000
Unknown or Not Reported——119122241
Region of Enrollment
Region of Enrollment(Participants)Intervention Site - ProvidersNo Intervention Site - ProvidersIntervention Site - PatientsNo Intervention Site - PatientsTotal
United States49357937351612
08

Study locations

2 sites
  • Huntington Hospital
    Huntington, New York 11743, United States
  • Long Island Jewish Valley Stream
    Valley Stream, New York 11580, United States
09

References and documents

Publications

  • Richardson S, Dauber-Decker KL, Solomon J, Seelamneni P, Khan S, Barnaby DP, Chelico J, Qiu M, Liu Y, Sanghani S, Izard SM, Chiuzan C, Mann D, Pekmezaris R, McGinn T, Diefenbach MA. Effect of a behavioral nudge on adoption of an electronic health record-agnostic pulmonary embolism risk prediction tool: a pilot cluster nonrandomized controlled trial. JAMIA Open. 2024 Aug 1;7(3):ooae064. doi: 10.1093/jamiaopen/ooae064. eCollection 2024 Oct. PubMed 39091509 ↗

Study documents

  • Protocol and statistical analysis plan · Nov 1, 2021

Documents are hosted by the registry — open the source record to download them.

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Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reachedSimilar studies: half by the dot; the band is the middle halfHalf of similar studies reached it by the dot; the band is the middle half, from a quarter to three quarters

Ran from Jul 2021 to primary completion in Apr 2022, 9 months.

Results were first posted in Jun 2023, 1 year 1 month after primary completion.

Of 114 non-industry interventional studies with no phase under Pulmonary Embolism, half reached primary completion within 29 months of starting (the median), counting those still running; a quarter within 15 and three quarters within 54. This study's 9 months is below that.

Counting every sponsor, half of 139 studies reached it within 26 months; a quarter within 15 and three quarters within 46.

How these figures are worked out, and which studies are left out of them.

Registered
Jan 10, 2022
First posted
Jan 24, 2022
StartActual
Jul 1, 2021
Primary completionActual
Apr 30, 2022
CompletionActual
Apr 30, 2022
Results first posted
Jun 26, 2023
Last update
Jun 26, 2023
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Jun 26, 2023, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
11

Registry details

Key details

Study ID
NCT05203185
Lead sponsor
NYU Langone Health
Responsible party
Sponsor
First posted
Jan 24, 2022
Start date
Jul 1, 2021
Primary completion
Apr 30, 2022
Completion
Apr 30, 2022
Results posted
Jun 26, 2023
Last update
Jun 26, 2023

Study contacts

Safiya Richardson, MD, MPH
principal investigator · NYU Langone Health

Oversight

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

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This study is completed, as verified in Jun 2023. You cannot join it, but the record below documents what was studied.

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