Evidence map›Paper›PMID 42238808›Full record

ArticleOne health (Amsterdam, Netherlands)2026

Training for complexity: Fostering interdisciplinary thinking in One Health graduate education.

Kristen Sullivan, Meredith R Spence Beaulieu, Jade Lyons, Emily Floess, Alexandria P Nelson, Caitlin G Niven, Savanna K Smith, Chenxing Xie, Michael Reiskind

Abstract read
In one paragraph

Article in One health (Amsterdam, Netherlands), 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.

Kristen SullivanDepartment of Population Health and Pathobiology, College of Veterinary Medicine, North Carolina State University, 1060 William Moore Drive, Raleigh, North Carolina 27607, United States of America.
Meredith R Spence BeaulieuGlobal One Health Academy, North Carolina State University, Campus Box 8401, 1051 William Moore Drive, Raleigh, North Carolina 27606, United States of America.
Jade LyonsProgram in Genetics and Genomics, North Carolina State University, 112 Derieux Place, Raleigh, NC 27607, United States of America.
Emily FloessDepartment of Civil, Construction, and Environmental Engineering, North Carolina State University, Fitts-Woolard Hall, 915 Partners Way, Raleigh, NC 27607, United States of America.
Alexandria P NelsonDepartment of Applied Ecology, North Carolina State University, 100 Eugene Brooks Avenue, Campus Box 7617, Raleigh, North Carolina 27695, United States of America.
Caitlin G NivenNorth Carolina State University, Department of Forestry and Environmental Resources, 2800 Faucette Dr, Raleigh, North Carolina 27607, United States of America.
Savanna K SmithDepartment of Civil, Construction, and Environmental Engineering, North Carolina State University, Fitts-Woolard Hall, 915 Partners Way, Raleigh, NC 27607, United States of America.
Chenxing XieDepartment of English, University of Cincinnati, 2700 Campus Way, 248 Arts & Sciences Hall, Cincinnati, OH 45221-0069, United States of America.
Michael ReiskindDepartment of Entomology and Plant Pathology, North Carolina State University, Campus Box 7623, Raleigh, NC 27695-7623, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Graduate training in One Health must equip students to think across disciplines and address complex health challenges through integrative approaches. While case-based and project-based learning are increasingly used to support these goals, there is limited research on how graduate students engage in interdisciplinary exchange, particularly through peer feedback. This study examined structured peer interactions in a graduate-level One Health seminar at North Carolina State University. Six doctoral students from diverse disciplines - ranging from engineering to ecology to technical communication - shared their research projects and provided written and verbal feedback on each other's work. Using qualitative and quantitative methods, we analyzed how peer engagement shaped interdisciplinary thinking. Students consistently identified connections across One Health domains and offered insights that expanded the scope, setting, or methods of their peers' work. Notably, students contributed more ideas outside of their own disciplines than within them and frequently generated new research questions for themselves in the process. Thematic analysis revealed shared interests in environmental and ecological impact, sociocultural context, epidemiological pathways, genetic research, and policy relevance. Findings highlight the value of structured peer feedback as a tool for developing core One Health competencies, particularly systems thinking and interdisciplinary communication, and for fostering collaboration. Students demonstrated readiness to engage across disciplinary boundaries and apply One Health principles in thoughtful, practice-oriented ways. This study contributes to growing efforts to design graduate education that helps students engage meaningfully with the complexity at the heart of One Health work.

Indexed as

Graduate trainingInterdisciplinary collaborationInterdisciplinary learningOne health educationPeer feedbackSystems thinkingWorkforce development

Identifiers

PMID42238808
PMCPMC13227214

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.