Evidence map›Paper›PMID 41805641›Full record

ArticleJMIR nursing2026

Barriers and Enablers for Sustaining Nurse-Led Use of Clinical Decision Support Tools for Antibiotic Stewardship: Qualitative Study.

Victoria L Tiase, Aurie D Tovar, Natalie Henning, Mariana Braga, Keelin McHugh, Lynn Xu, Haddy Bah, Alice Yuroff, Rachel Hess, Devin M Mann and 2 more

Abstract read
In one paragraph

Article in JMIR nursing, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

12 authors.

Victoria L TiaseDepartment of Biomedical Informatics, University of Utah, 421 Wakara Way, Salt Lake City, UT, 84112, United States, 1 9174707754.ORCID 0000-0001-5653-2282
Aurie D TovarDepartment of Biomedical Informatics, University of Utah, 421 Wakara Way, Salt Lake City, UT, 84112, United States, 1 9174707754.ORCID 0009-0002-3292-9853
Natalie HenningDepartment of Population Health, NYU Grossman School of Medicine, New York, NY, United States.ORCID 0009-0004-4302-9476
Mariana BragaDepartment of Population Health, NYU Grossman School of Medicine, New York, NY, United States.ORCID 0009-0007-5863-5411
Keelin McHughDepartment of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States.ORCID 0009-0000-4218-6825
Lynn XuDepartment of Population Health, NYU Grossman School of Medicine, New York, NY, United States.ORCID 0009-0009-8586-9955
Haddy BahDepartment of Population Health Sciences, University of Utah, Salt Lake City, UT, United States.ORCID 0009-0003-6987-6297
Alice YuroffDepartment of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States.ORCID 0009-0004-2635-8999
Rachel HessDepartment of Population Health Sciences, University of Utah, Salt Lake City, UT, United States.ORCID 0000-0003-2545-8504
Devin M MannDepartment of Population Health, NYU Grossman School of Medicine, New York, NY, United States.ORCID 0000-0002-2099-0852
David FeldsteinDepartment of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, United States.ORCID 0000-0002-7287-6816
Elizabeth R StevensDepartment of Population Health, NYU Grossman School of Medicine, New York, NY, United States.ORCID 0000-0001-6063-1523

Funding

Integrated Clinical Prediction Rules: Bringing Evidence to Diverse Primary Care SettingsR01AI108680 · NIAID · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI FELDSTEIN, DAVID ALAN, MANN, DEVIN M · 2014 to 2024
$7.9M
NIAID NIH HHS R01 AI108680
6 · The paper itself

Abstract

Background: Clinical decision support (CDS) tools embedded in electronic health records in the form of integrated clinical prediction rules provide a potentially effective intervention to reduce inappropriate antibiotic prescribing for acute respiratory infections. However, their effectiveness has been limited by workflow barriers and low adoption by health care providers. Nurses are well positioned to implement evidence-based protocols using CDS tools. In a multicenter randomized controlled trial, a nurse-led implementation strategy for acute respiratory infection integrated clinical prediction rules was evaluated for use in primary care and urgent care settings. Objective: This study aimed to examine nurse and nurse leader perspectives on the sustainability of an electronic health record-integrated CDS tool for antibiotic stewardship and explored factors influencing its potential long-term integration into ambulatory nursing practice beyond the clinical trial. Methods: We interviewed 22 nurses and nurse leaders from 37 clinics across 3 academic medical centers that participated in the clinical trial. Two semistructured interview guides, one for nurses and one for nursing leadership, were developed to understand the barriers and facilitators to implementing a decision aid tool for nurses and to elicit challenges specific to nursing interactions with the CDS tool. Interviews were recorded and transcribed. Using thematic content analysis and iterative coding, our team collaboratively identified emerging themes related to sustainability and refined the results with consensus. Results: Five themes emerged: (1) importance of staffing stability and capacity, (2) impact of dedicated clinic resource availability, (3) variable nurse readiness with CDS-guided clinical care, (4) influence of openness to change and a nurse-supportive clinic culture, and (5) ongoing need for training and support. Specific recommendations for future actions were also noted. Conclusions: Our findings revealed specific barriers and facilitators to the sustainability of a CDS tool from the nursing perspective that can inform further implementation of nurse-led delegation protocols in the ambulatory setting. Future solutions should consider mapping physical workflows, scheduling specific to nurse visits, continuing education, and treating cough and sore throat as 2 distinct processes.

Indexed as

Antimicrobial StewardshipDecision Support Systems, ClinicalAdultFemaleHumansMaleMiddle AgedQualitative Researchambulatory care facilitiesantibiotic stewardshipclinical decision support systemselectronic health recordsnursing

Identifiers

PMID41805641
PMCPMC12974925

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Registered trials

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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.