Evidence map›Paper›PMID 41885919›Full record

ArticleJournal of medical Internet research2026

Educating Students About Digital Health Research Ethics: Curricula Review and Expert Interview Study.

Yier Zhu, Brian McInnis, Tanya Punater, Brittany York, Camille Nebeker

Abstract read
In one paragraph

Article in Journal of medical Internet research, 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

5 authors.

Yier ZhuHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0002-2449-1364
Brian McInnisHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0002-7539-4871
Tanya PunaterHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0009-0005-5681-7831
Brittany YorkHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0003-2804-725X
Camille NebekerHerbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, United States.ORCID https://orcid.org/0000-0001-6819-1796

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe rapid growth of digital health research, involving wearable devices, mobile apps, and sociotechnical health systems, raises complex ethical, legal, and social considerations. While institutional review boards and research ethics frameworks address some concerns, less is known about how students and trainees in digital health are systematically educated to recognize and navigate these challenges. Understanding the scope and content of ethics training is critical to ensuring the responsible development and application of digital health technologies.

objectiveThis study investigated how college students are trained to identify and address ethical considerations in digital health research through an analysis of formal curricula and expert perspectives.

methodsResearchers reviewed 132 syllabi from 76 academic programs across 62 universities and conducted semistructured interviews with 6 leading digital health scholars. All syllabi were coded for instructional content and learning objectives. Researchers conducted open coding and collaboratively applied affinity diagramming to organize the data into hierarchical themes.

resultsAll syllabi included instructional content, and most included explicit learning objectives. Analysis identified 7 key themes, which captured both explicit knowledge imparted through formal instruction and tacit knowledge cultivated through laboratory work, mentorship, and applied experiences. Findings highlighted gaps between formal ethics instruction and the realities of research practice.

conclusionsEthics education in digital health research develops through the interplay of formal coursework and practice-based training, each fostering complementary skills needed for data-intensive and collaborative environments. Together, these pathways support students in identifying ethical issues, applying principles contextually, anticipating emerging risks, and communicating across disciplines; however, access to experiential learning opportunities remains inconsistent. Strengthening ethics training will require expanding structured early research engagement, cultivating communities of practice, and translating tacit ethical reasoning into accessible resources. Integrating ethical reflection into routine research activities may better prepare future digital health researchers to responsibly design and govern sociotechnical health systems.

Indexed as

CurriculumEthics, ResearchStudentsAcademiaDigital HealthHumansInterviews as TopicUniversitiesdigital health researchethics educationpractice-based learningqualitative researchresearch ethicsresearch trainingsociotechnical health systems

Identifiers

PMID41885919
PMCPMC13066782

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.