Evidence map›Paper›PMID 40677603›Full record

ArticleLearning health systems2025

Operationalizing a learning health system: A self-assessment tool for interprofessional teams.

Victor C Rentes, Claire Kalpakjian, Anne Sales, Andrew Krumm

Abstract read
In one paragraph

Article in Learning health systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

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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

4 authors.

Victor C RentesInstitute of Health Policy, Management and Evaluation University of Toronto Toronto Ontario Canada.ORCID https://orcid.org/0000-0001-9214-3815
Claire KalpakjianDepartment of Physical Medicine & Rehabilitation University of Michigan Medical School Ann Arbor Michigan USA.
Anne SalesSinclair School of Nursing and Department of Family and Community Medicine University of Missouri School of Medicine Columbia Missouri USA.
Andrew KrummDepartment of Learning Health Sciences University of Michigan Medical School Ann Arbor Michigan USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The operationalization of learning health system (LHS) principles remains challenging, with minimal guidance currently available to support interprofessional teams on the ground. Consequently, LHS initiatives often fall short of their intended objectives, resulting in wasted resources, delays, and mounting frustration among key stakeholders. Methods: To bridge this gap, we used design science and participatory action research to co-develop an operational roadmap for interprofessional LHS teams. Data sources for roadmap design included quantitative and qualitative feedback from interprofessional stakeholders ( Results: The resulting roadmap specifies processes to be performed during project-based LHS initiatives, and provides a self-assessment tool that enables team members to quantitatively evaluate progress. For generalizability and standardization across settings, we used clinically neutral terminology to describe all elements in the roadmap. We demonstrated content validity through multiple rounds of data collection and analyses with stakeholders. A simulated demonstration is provided to illustrate how the roadmap may be used for team assessments in practice. Conclusions: Participants considered the roadmap to be an effective tool to assist project management and highly useful for evaluating teams' progress for planning and communication purposes. As a reference model, the roadmap may be re-utilized across multiple LHS initiatives in any given health system to standardize and streamline LHS development. This research was conducted within a single department in an academic health system, and future research is needed to assess the roadmap's generalizability in other settings. To facilitate development of similar or complementary instruments, the detailed design methodology used in this research may be replicated and/or tailored in other contexts.

Indexed as

design science researchimplementation scienceinterprofessional teamslearning health systemsmaturity modelparticipatory action researchproject managementself‐assessment

Identifiers

PMID40677603
PMCPMC12264368

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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.