Evidence map›Paper›PMID 35881398›Full record

Trial reportJAMA network open2022

Effect of Smartphone App-Based Education on Clinician Prescribing Habits in a Learning Health Care System: A Randomized Cluster Crossover Trial.

Matthew D McEvoy, Mary Lynn Dear, Reagan Buie, David A Edwards, Tyler W Barrett, Brian Allen, Amy C Robertson, Leslie C Fowler, Cassandra Hennessy, Bonnie M Miller and 8 more

Registry-linked trialAbstract readRandomized Controlled Trial
In one paragraph

Trial report in JAMA network open, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03771482 (Education of Providers on Prescribing Best Practices), which is not on this map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT03771482 nacompletednot on this map

Education of Providers on Prescribing Best Practices

TypeinterventionalSponsorVanderbilt University Medical CenterRan2019 to 2020Enrolled369ConditionsEducationArmsQuiztime modules
3 · Its place in the literature

Who cites it

6 citing papers in PubMed.

  1. Article
  2. Article
  3. Developing a Mobile Application-based System for Enhancing Medical Skill Training.Journal of advances in medical education & professionalism · 2025
    Article
  4. Article
  5. Article
  6. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors.

Matthew D McEvoyDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Mary Lynn DearVanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee.
Reagan BuieEpisodes of Care, Vanderbilt University Medical Center, Nashville, Tennessee.
David A EdwardsDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Tyler W BarrettDepartment of Emergency Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Brian AllenDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Amy C RobertsonDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Leslie C FowlerDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Cassandra HennessyDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee.
Bonnie M MillerDepartment of the Office of Health Sciences Education, Vanderbilt University Medical Center, Nashville, Tennessee.
Kim V GarveyDepartment of Anesthesiology, Vanderbilt University Medical Center, Nashville, Tennessee.
Robert P BlandDepartment of HealthIT Architecture and Integration, Vanderbilt University Medical Center, Nashville, Tennessee.
Geoffrey M FlemingDepartment of Pediatrics, Vanderbilt Children's Hospital, Nashville, Tennessee.
Don MooreProfessor of Medical Education and Administration, Emeritus, Vanderbilt University School of Medicine, Nashville, Tennessee.
Todd W RiceVanderbilt Institute for Clinical and Translational Research, Vanderbilt University Medical Center, Nashville, Tennessee.
Gordon R BernardDivision of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee.
Christopher J LindsellDepartment of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee.
Vanderbilt Learning Healthcare System Platform Investigators and the Vanderbilt Committee on Opioid Monitoring and Stewardship

Funding

Vanderbilt Institute for Clinical and Translational Research (VICTR) -Identifying correlates of functional immunity in SARS-CoV-2 convalescent plasmaUL1TR002243 · NCATS · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Paul A. Harris, Wesley H Self · 2017 to 2026
$130.7M
The Vanderbilt Institute for Clinical and Translational Research (VICTR)UL1TR000445 · NCATS · VANDERBILT UNIVERSITY MEDICAL CENTER · PI BERNARD, GORDON RAPHAEL · 2012 to 2016
$41.4M
Reducing Reintubation Risk in High-Risk Cardiac Surgery Patients with High-Flow Nasal Cannula -the "I-CAN" studyK23HL148640 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI FREUNDLICH, ROBERT EDWARD · 2020 to 2024
$867k
NCATS NIH HHS UL1 TR000445NCATS NIH HHS UL1 TR002243NHLBI NIH HHS K23 HL148640
6 · The paper itself

Abstract

Importance: Effective methods for engaging clinicians in continuing education for learning-based practice improvement remain unknown. Objective: To determine whether a smartphone-based app using spaced education with retrieval practice is an effective method to increase evidence-based practice. Design, Setting, and Participants: A prospective, unblinded, single-center, crossover randomized clinical trial was conducted at a single academic medical center from January 6 to April 24, 2020. Vanderbilt University Medical Center clinicians prescribing intravenous fluids were invited to participate in this study. Interventions: All clinicians received two 4-week education modules: 1 on prescribing intravenous fluids and 1 on prescribing opioid and nonopioid medications (counterbalancing measure), over a 12-week period. The order of delivery was randomized 1:1 such that 1 group received the fluid management module first, followed by the pain management module after a 4-week break, and the other group received the pain management module first, followed by the fluid management module after a 4-week break. Main Outcomes and Measures: The primary outcome was evidence-based clinician prescribing behavior concerning intravenous fluids in the inpatient setting and pain medication prescribing on discharge from the hospital. Results: A total of 354 participants were enrolled and randomized, with 177 in group 1 (fluid then pain management education) and 177 in group 2 (pain management then fluid education). During the overall study period, 16 868 questions were sent to 349 learners, with 11 783 (70.0%) being opened: 10 885 (92.4%) of those opened were answered and 7175 (65.9%) of those answered were answered correctly. The differences between groups changed significantly over time, indicated by the significant interaction between educational intervention and time (P = .002). Briefly, at baseline evidence-concordant IV fluid ordered 7.2% less frequently in group 1 than group 2 (95% CI, -19.2% to 4.9%). This was reversed after training at 4% higher (95% CI, -8.2% to 16.0%) in group 1 than group 2, a more than doubling in the odds of evidence-concordant ordering (OR, 2.56, 95% CI, 0.80-8.21). Postintervention, all gains had been reversed with less frequent ordering in group 1 than group 2 (-9.5%, 95% CI, -21.6% to 2.7%). There was no measurable change in opioid prescribing behaviors at any time point. Conclusions and Relevance: In this randomized clinical trial, use of smartphone app learning modules resulted in statistically significant short-term improvement in some prescribing behaviors. However, this effect was not sustained over the long-term. Additional research is needed to understand how to sustain improvements in care delivery as a result of continuous professional development at the institutional level. Trial Registration: ClinicalTrials.gov Identifier: NCT03771482.

Indexed as

Mobile ApplicationsAnalgesics, OpioidCross-Over StudiesHabitsHumansPractice Patterns, Physicians'Prospective StudiesAnalgesics, Opioid

Identifiers

PMID35881398
PMCPMC9327570

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.