Evidence map›Paper›PMID 41819572›Full record

ArticleBMJ open2026

Barriers and facilitators to implementing a shared decision-making tool for anticoagulant-related drug-drug interactions: a qualitative study across three academic medical centres in the USA.

Robert A Becker, Kemberlee Bonnet, Mauli V Shah, Elizabeth Dang, Jessica S Ancker, Daniel C Malone, Katy E Trinkley, Ainhoa Gomez-Lumbreras, Guilherme Del Fiol, Kensaku Kawamoto and 5 more

Abstract readMulticenter Study
In one paragraph

Article in BMJ open, 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

15 authors.

Robert A BeckerDepartment of Biomedical Informatics, Vanderbilt University, Nashville, Tennessee, USA beckerrax.research@gmail.com.ORCID http://orcid.org/0000-0002-1583-4994
Kemberlee BonnetDepartment of Psychology, Vanderbilt University, Nashville, Tennessee, USA.
Mauli V ShahDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Elizabeth DangCollege of Medicine, The University of Tennessee Health Science Center, Memphis, Tennessee, USA.
Jessica S AnckerDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.
Daniel C MaloneDepartment of Pharmacotherapy, The University of Utah College of Pharmacy, Salt Lake City, Utah, USA.
Katy E TrinkleyDepartment of Family Medicine, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA.
Ainhoa Gomez-LumbrerasDepartment of Pharmacotherapy, The University of Utah College of Pharmacy, Salt Lake City, Utah, USA.
Guilherme Del FiolDepartment of Biomedical Informatics, University of Utah Health, Salt Lake City, Utah, USA.ORCID http://orcid.org/0000-0001-9954-6799
Kensaku KawamotoDepartment of Biomedical Informatics, University of Utah Health, Salt Lake City, Utah, USA.ORCID http://orcid.org/0000-0003-4282-9338
Abdelrahman G TawfikDepartment of Pharmacotherapy, The University of Utah College of Pharmacy, Salt Lake City, Utah, USA.
Ryan CorniaDepartment of Biomedical Informatics, University of Utah Health, Salt Lake City, Utah, USA.
Aubrey E JonesDepartment of Pharmacotherapy, The University of Utah College of Pharmacy, Salt Lake City, Utah, USA.
James MitchellDepartment of Biomedical Informatics, University of Colorado Anschutz Medical Campus School of Medicine, Aurora, Colorado, USA.
Thomas J ReeseDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, Tennessee, USA.

Funding

Personalizing Clinical Decision Support for Heart Failure Treatment to Clinicians' NeedsK23HL161352 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI Katy E Trinkley · 2022 to 2026
$869k
NHLBI NIH HHS K23 HL161352
6 · The paper itself

Abstract

objectivesTo identify barriers and facilitators to implementing an electronic shared decision-making tool for managing anticoagulant-related drug-drug interactions that affect bleeding risk in routine clinical care.

designPreimplementation qualitative study using semistructured interviews.

settingThree academic medical centres in the southeastern and western USA. Interviews were conducted between 27 March and 25 September 2024.

participants36 participants, including 19 clinicians involved in prescribing or managing anticoagulants and seventeen patients prescribed anticoagulants, were recruited using purposive and convenience sampling.

resultsParticipants identified multiple barriers and facilitators to tool implementation. Common barriers included limited visit time, challenges integrating the tool into existing workflows, role and scope-of-practice constraints, and variation in patient digital literacy. Facilitators included clear visualisation of bleeding risk, access to supporting evidence, familiar interface design and perceived potential to support patient engagement and shared decision-making. Several determinants functioned as both barriers and facilitators, depending on clinical context and user role.

conclusionsThis preimplementation qualitative study identified context-specific determinants that influence the adoption of an electronic shared decision-making tool for anticoagulant-related drug-drug interactions. Findings highlight the importance of early attention to workflow integration, role alignment and usability to support uptake in routine care. Addressing these factors during design and implementation may inform strategies to support adoption and future evaluation in real-world clinical settings.

Indexed as

AnticoagulantsDecision Making, SharedAcademic Medical CentersDrug InteractionsFemaleHemorrhageHumansMalePatient ParticipationQualitative ResearchUnited StatesAnticoagulantsClinical Decision-MakingHealth informaticsImplementation ScienceQUALITATIVE RESEARCH

Identifiers

PMID41819572
PMCPMC12983883

What OpenQuestion holds

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LicenceCC BY-NC
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Registered trials

None linked

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.