Evidence map›Paper›PMID 41618263›Full record

ArticleBMC medical education2026

Understanding health systems thinking in medical education: qualitative interviews with expert clinicians.

Matthew B Norris, Jacob R Grohs, R Brock Mutcheson, Natalie Karp, Andrew Katz, David Musick, Heidi Lane, Sarah Parker, Jed Gonzalo

Abstract read
In one paragraph

Article in BMC medical education, 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

9 authors.

Matthew B NorrisDepartment of Engineering Education, Virginia Tech, Blacksburg, United States. mbnorris@vt.edu.
Jacob R GrohsDepartment of Engineering Education, Virginia Tech, Blacksburg, United States. jrgrohs@vt.edu.
R Brock MutchesonVirginia Tech Carilion School of Medicine, Roanoke, United States. rbmutch@vt.edu.
Natalie KarpVirginia Tech Carilion School of Medicine, Roanoke, United States.
Andrew KatzDepartment of Engineering Education, Virginia Tech, Blacksburg, United States.
David MusickVirginia Tech Carilion School of Medicine, Roanoke, United States.
Heidi LaneVirginia Tech Carilion School of Medicine, Roanoke, United States.
Sarah ParkerVirginia Tech Carilion School of Medicine, Roanoke, United States.
Jed GonzaloVirginia Tech Carilion School of Medicine, Roanoke, United States.

Funding

National Board of Medical Examiners 2223-30
6 · The paper itself

Abstract

backgroundHealth systems science (HSS) education is an increasingly important component of undergraduate medical education. Despite curricular advances, the ways in which clinicians implement health systems science knowledge in everyday clinical practice, health systems thinking, remains understudied. A better understanding of how clinicians engage in health systems thinking to address everyday problems in clinical contexts is needed.

methodsWe conducted semi-structured interviews with 10 expert clinicians experienced in undergraduate medical education, health systems science, and curriculum development to identify components of competent health systems thinking. Interview questions were informed by ecological systems theory and literature on learning professional competencies.

resultsThrough interviews with experts, we have come to define health systems thinking (HST) as “an approach to solving problems in healthcare systems that utilizes a deeper understanding of interconnections and behavior of the entire system. As a skill, it coordinates the application of clinical and HSS knowledge and skills toward solving a contextual problem in the healthcare environment.” Clinician comments support the idea that HST is a metacognitive process rather than a specific subset of knowledge domains or affective attributes. This process requires that clinicians understand and navigate pressures on patient care originating from surrounding meso- and macro-systems.

conclusionsMedical students require more explicit exposure to HSS knowledge being implemented in clinical environments, and varied examples highlighting how meso- and macro-system patterns can impact individual patient care. This metacognitive integration of HSS knowledge into everyday clinical practice is critical for preparing medical students to meet the requirements of the accreditation council for graduate medical education (ACGME) core competencies in residency programs. Health systems thinking requires a method of operational assessment to provide students feedback and highlight targeted interventions for further development.

Indexed as

Delivery of Health CareEducation, Medical, UndergraduateThinkingClinical CompetenceCurriculumHumansInterviews as TopicQualitative ResearchHealth systems scienceHealth systems thinkingSystems thinkingUndergraduate medical education

Identifiers

PMID41618263
PMCPMC12952118

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.