ArticleMedical science educator2026
Empowering Health Professions Educators: Developing Educational Tools with AI-Assisted Vibe Coding.
Article in Medical science educator, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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.
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.
Who cites it
2 citing papers in PubMed.
- AI-Empowered Nuclear Medicine Education, Part 2: Practical AI Applications for Educators.Journal of nuclear medicine technology · 2026Article
- When end users can build: AI-assisted application development and the new accountability gap in digital health.Digital healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Vibe Coding offers an accessible entry point to create interactive digital applications through human-in-the-loop conversational prompts and AI-assisted workflows. This approach not only lowers technical barriers and fosters experimentation but also raises important considerations. As educators adopt AI in their teaching, it becomes essential to address both its benefits and challenges. We present practical tips to help educators design, develop, and sustain their own educational applications, along with common pitfalls to anticipate when using AI-assisted Vibe Coding. By understanding both the opportunities and the limitations, educators can take confident steps toward creating innovative pedagogically aligned tools for health professions education. Supplementary Information: The online version contains supplementary material available at 10.1007/s40670-025-02596-1.
Indexed as
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What OpenQuestion holds
Registered trials
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.