Evidence map›Paper›PMID 42271405›Full record

ArticleImplementation science : IS2026

Five years of the Implementation Research Logic Model: a citation analysis and systematic scoping review of its use in implementation research and practice.

James L Merle, Catlin A Golden, Rebecca Simmons, Elizabeth A Sloss, Olutobi A Sanuade, Teresa Winning Verry, Anthony J Nixon, Mary M McFarland, Rebecca Lengnick-Hall, Rosemary Meza and 5 more

Abstract readScoping Review
In one paragraph

Article in Implementation science : IS, 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.

James L MerleDepartment of Population Health Sciences, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at The University of Utah, Salt Lake City, UT, USA.
Catlin A GoldenDepartment of Biology, University of Nebraska Kearney, Kearney, NE, USA.
Rebecca SimmonsDepartment of Obstetrics and Gynecology, Spencer Fox Eccles School of Medicine at The University of Utah, Salt Lake City, UT, USA.
Elizabeth A SlossDivision of Health Systems and Science Across the Lifespan, College of Nursing, University of Utah, Salt Lake City, UT, USA.
Olutobi A SanuadeDepartment of Population Health Sciences, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at The University of Utah, Salt Lake City, UT, USA.
Teresa Winning VerryGoldfarb College of Nursing, School of Medicine, Washington University in St. Louis, St. Louis, USA.
Anthony J NixonThe Brown School, Washington University in St. Louis, St. Louis, USA.
Mary M McFarlandSpencer S. Eccles Health Sciences Library, University of Utah, Salt Lake City, UT, USA.
Rebecca Lengnick-HallThe Brown School, Washington University in St. Louis, St. Louis, USA.
Rosemary MezaIMPACT Institute, Northwestern University, Chicago, IL, USA.
Jennie L HillDepartment of Population Health Sciences, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at The University of Utah, Salt Lake City, UT, USA.
Paul A EstabrooksDepartment of Health & Kinesiology, College of Health, University of Utah, Salt Lake City, UT, USA.
Miriam R RaffertyShirley Ryan AbilityLab & Departments of Physical Medicine and Rehabilitation and Psychiatry and Behavioral Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
Dennis LiDepartment of Psychiatry and Behavioral Sciences, Northwestern University, Chicago, IL, USA.
Justin D SmithDepartment of Population Health Sciences, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at The University of Utah, Salt Lake City, UT, USA. jd.smith@hsc.utah.edu.ORCID http://orcid.org/0000-0003-3264-8082

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe Implementation Research Logic Model (IRLM) was developed to enhance the rigor, transparency, and reproducibility of implementation research by integrating key elements of implementation research and practice-contextual factors/determinants, implementation strategies, mechanisms, and implementation and health outcomes-into a unified framework. Since its publication in 2020, the IRLM has been widely applied to plan, evaluate, and communicate implementation research. This paper synthesizes diverse IRLM use cases to advance its application and accelerate discovery in implementation science.

methodsWe conducted a citation analysis and systematic scoping review to assess the uptake, application, and adaptation of the IRLM. A forward citation search identified 331 citing articles, and a scoping review identified 124 additional studies using other logic models. Articles were coded for IRLM use, phase of application, construct linking, data sources, community engagement, and framework integration. Descriptive statistics and thematic/pattern analysis were used to summarize findings.

resultsOf the 331 citing articles, 118 included a completed IRLM. Most were used during the planning phase (68%), with fewer applied to executing (6%), reporting (22%), or synthesis (4%). The IRLM was cited across diverse disciplines and countries, but few studies used it across multiple phases or reported its use in reporting or synthesis. Only 14% demonstrated comprehensive causal logic linking across core elements. In contrast, other logic models often lacked integration of implementation-specific constructs. Community and partner engagement was reported in 61% of studies.

conclusionsThe IRLM can be a valuable tool for the field of implementation science but remains underutilized across the phases of implementation research with inconsistent applications of the recommendations from the 2020 article. Enhancing guidance on construct linking, strategy mechanisms, and partner engagement may improve its utility and impact in advancing equitable and rigorous implementation efforts.

Indexed as

Implementation ScienceHumansLogicModels, Theoretical

Identifiers

PMID42271405
PMCPMC13491851

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.