ArticleBMJ health & care informatics2022
Machine learning in medical education: a survey of the experiences and opinions of medical students in Ireland.
Article in BMJ health & care informatics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers, 3 of them syntheses that pooled 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.
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
50 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Medical Students' Attitudes, Perceptions, and Self-Reported Familiarity With AI in Health Care: Systematic Review and Meta-Analysis.JMIR medical education · 2026Pooled it
- Is it time to introduce an artificial intelligence curriculum in undergraduate medical education? medical students' perspectives: a systematic review and meta-analysis.BMC medical education · 2026Pooled it
- AI literacy and competency in nursing education: preparing students and faculty members for an AI-enabled future-a systematic review and meta-analysis.Frontiers in medicine · 2025Pooled it
- A Student-Centered Approach Towards Implementing Large Language Models (LLMs) in Medical Education.Medical science educator · 2026Article
- Artificial intelligence and clinical informatics in UK ophthalmology training: a national cross-sectional survey.BMC medical education · 2026Article
- Medical students' and faculty members' perceptions and experiences of AI integration in health care practice and in medical curricula: A meta-ethnographic review.Medical education · 2026Review
- Attitudes and Knowledge Levels of Optometry Students and Educators Towards Artificial Intelligence in Optometric Practice: An Online Cross-Sectional Survey.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Exploring health care learners' perceptions of AI integration in the curriculum: a survey tool and findings.BMC medical education · 2026Article
- Medical clinical minds meet artificial intelligence: Italian physicians' knowledge, attitudes, and concordance between Italian physicians and AI-generated diagnoses. A national cross-sectional study.Frontiers in digital health · 2026Article
- Artificial Intelligence in Medicine: Barriers, Solutions, and Strategies.HCA healthcare journal of medicine · 2026Article
- Generative Artificial Intelligence in Primary Care: Qualitative Study of UK General Practitioners' Views.Journal of medical Internet research · 2025Article
- Article
- Review
- Knowledge and use, perceptions of benefits and limitations of artificial intelligence chatbots among Italian physiotherapy students: a cross-sectional national study.BMC medical education · 2025Article
- Health profession students' perceptions of ChatGPT in healthcare and education: insights from a mixed-methods study.BMC medical education · 2025Article
- A Symbolic AI Approach to Medical Training.Journal of medical systems · 2025Article
- AI Use or Non-use by First-Year Medical Students: A Qualitative Study of Perspectives, Usage, and Recommendations.MedEdPublish (2016) · 2025Article
- Triadic relations in healthcare: surveying physicians' perspectives on generative AI integration and its role on empathy, the placebo effect and patient care.Frontiers in psychology · 2025Article
- Artificial Intelligence in Medical Education: Promise, Pitfalls, and Practical Pathways.Advances in medical education and practice · 2025Article
- Future-ready medicine: Assessing the need for A.I. education in Indian undergraduate medical curriculum: A mixed method survey of student perspectives.Journal of education and health promotion · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
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.