Evidence map›Paper›PMID 33413494›Full record

ArticleImplementation science : IS2021

Rationale and design of the Novel Uses of adaptive Designs to Guide provider Engagement in Electronic Health Records (NUDGE-EHR) pragmatic adaptive randomized trial: a trial protocol.

Julie C Lauffenburger, Thomas Isaac, Lorenzo Trippa, Punam Keller, Ted Robertson, Robert J Glynn, Thomas D Sequist, Dae H Kim, Constance P Fontanet, Edward W B Castonguay and 5 more

Registry-linked trialOpen access · goldAbstract readClinical Trial Protocol
In one paragraph

Article in Implementation science : IS, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04284553 (Optimizing Electronic Health Record Prompts With Behavioral Economics to Improve Prescribing for Older Adults), which is not on this map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
4.4field-weighted citation impact, top 6% of its field
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.

NCT04284553 nacompletednot on this map

Optimizing Electronic Health Record Prompts With Behavioral Economics to Improve Prescribing for Older Adults

TypeinterventionalSponsorBrigham and Women's HospitalRan2020 to 2022Enrolled216ConditionsAging, Benzodiazepine Sedative Adverse Reaction, Anticholinergic Adverse Reaction, Adverse Drug EventArmsOrder Entry, Open Encounter, Follow-up booster Alert, Cold State outreach, Simplified
3 · Its place in the literature

Who cites it

14 citing papers in PubMed, 19 citations in OpenAlex.

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  5. Uncertainty directed factorial clinical trials.Biostatistics (Oxford, England) · 2024
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors at 4 institutions in 1 country.

Julie C LauffenburgerDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA. jlauffenburger@bwh.harvard.edu.ORCID 0000-0002-4940-4140
Thomas IsaacAtrius Health, Newton, MA, USA.
Lorenzo TrippaDana-Farber Cancer Institute, Department of Biostatistics and Computational Biology, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
Punam KellerTuck School of Business, Dartmouth College, Hanover, NH, USA.
Ted RobertsonIdeas42, New York, NY, USA.
Robert J GlynnDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Thomas D SequistDivision of General Internal Medicine and Department of Health Care Policy, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Dae H KimDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Constance P FontanetDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Edward W B CastonguayAtrius Health, Newton, MA, USA.
Nancy HaffDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Renee A BarlevDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Mufaddal MahesriDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Chandrashekar GopalakrishnanDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Niteesh K ChoudhryDivision of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, 1620 Tremont Street, Suite 3030, Boston, MA, 02120, USA.
Brigham and Women's Hospital · USDana-Farber Cancer Institute · USDartmouth College · USIdeas42 · US

Funding

Optimizing electronic health record prompts with behavioral economics to improve prescribing for older adultsR33AG057388 · NIA · BRIGHAM AND WOMEN'S HOSPITAL · PI CHOUDHRY, NITEESH K, LAUFFENBURGER, JULIE CHRISTINE · 2019 to 2021
$2.2M
Statistical Methods and Validation Analyses for the Integration of External Data in Clinical TrialsR01LM013352 · NLM · DANA-FARBER CANCER INST · PI TRIPPA, LORENZO · 2021 to 2024
$1.5M
Optimizing electronic health record prompts with behavioral economics to improve prescribing for older adultsR21AG057388 · NIA · BRIGHAM AND WOMEN'S HOSPITAL · PI CHOUDHRY, NITEESH K, LAUFFENBURGER, JULIE CHRISTINE · 2017 to 2018
$506k
NIA NIH HHS R21 AG057388NIA NIH HHS R33 AG057388NLM NIH HHS R01 LM013352
6 · The paper itself

Abstract

backgroundThe prescribing of high-risk medications to older adults remains extremely common and results in potentially avoidable health consequences. Efforts to reduce prescribing have had limited success, in part because they have been sub-optimally timed, poorly designed, or not provided actionable information. Electronic health record (EHR)-based tools are commonly used but have had limited application in facilitating deprescribing in older adults. The objective is to determine whether designing EHR tools using behavioral science principles reduces inappropriate prescribing and clinical outcomes in older adults.

methodsThe Novel Uses of Designs to Guide provider Engagement in Electronic Health Records (NUDGE-EHR) project uses a two-stage, 16-arm adaptive randomized pragmatic trial with a "pick-the-winner" design to identify the most effective of many potential EHR tools among primary care providers and their patients ≥ 65 years chronically using benzodiazepines, sedative hypnotic ("Z-drugs"), or anticholinergics in a large integrated delivery system. In stage 1, we randomized providers and their patients to usual care (n = 81 providers) or one of 15 EHR tools (n = 8 providers per arm) designed using behavioral principles including salience, choice architecture, or defaulting. After 6 months of follow-up, we will rank order the arms based upon their impact on the trial's primary outcome (for both stages): reduction in inappropriate prescribing (via discontinuation or tapering). In stage 2, we will randomize (a) stage 1 usual care providers in a 1:1 ratio to one of the up to 5 most promising stage 1 interventions or continue usual care and (b) stage 1 providers in the unselected arms in a 1:1 ratio to one of the 5 most promising interventions or usual care. Secondary and tertiary outcomes include quantities of medication prescribed and utilized and clinically significant adverse outcomes. DISCUSSION: Stage 1 launched in October 2020. We plan to complete stage 2 follow-up in December 2021. These results will advance understanding about how behavioral science can optimize EHR decision support to improve prescribing and health outcomes. Adaptive trials have rarely been used in implementation science, so these findings also provide insight into how trials in this field could be more efficiently conducted.

trial registrationClinicaltrials.gov ( NCT04284553 , registered: February 26, 2020).

Indexed as

Electronic Health RecordsInappropriate PrescribingAdaptive Clinical Trials as TopicAgedHealth PersonnelHumansPragmatic Clinical Trials as TopicRandomized Controlled Trials as TopicResearch DesignAdaptive trialDecision supportDeprescribingOlder adultsPragmatic trialPrescribing

Identifiers

PMID33413494
PMCPMC7792313
OpenAlexW3120472113

What OpenQuestion holds

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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.