ArticleImmunoHorizons2026
Non-animal models in undergraduate education: opportunities, applications, and future directions.
Article in ImmunoHorizons, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The use of animals in education and research has received increased scrutiny due to ethical and pedagogical considerations. Researchers have used non-animal models in immunology, medical, and veterinary disciplines for decades. Conversely, in education, there has been a reduced focus on teaching the theoretical and practical applications of these technologies. This has resulted in a gap between research and practice, limiting student exposure to the potential advantages of these technologies. In the last few decades, as non-animal technologies have become more sophisticated and widely available, the traditional reliance on animal models has slowly declined. With the emergence of new approach methodologies (NAMs), including organoids, organ-on-chip systems, bioprinting, computer simulations and other interactive digital tools, these offer authentic experiences while significantly reducing the need for animal use. Technologies such as organoids and computer simulations are now being increasingly introduced into undergraduate education. This "On The Horizons" narrative examines current non-animal model technologies, their benefits and limitations, and their implications for the evolving landscape of higher education. Importantly, the technologies covered in this paper have the potential to improve the student experience in programs that traditionally require the use of animals.
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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.