ArticleEuropean journal of dental education : official journal of the Association for Dental Education in Europe2026
Artificial Intelligence Chatbots as Virtual Patients in Dental Education: A Constructivist Approach to Classroom Implementation.
Article in European journal of dental education : official journal of the Association for Dental Education in Europe, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
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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.
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Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Effectiveness of artificial intelligence-driven simulation in dental education: a systematic review and meta-analysis of learning outcomes.BMC medical education · 2026Pooled it
- Utilizing generative artificial intelligence to create simulated patient for history taking in gynecology.BMC medical education · 2026Trial
- Comment on 'Artificial Intelligence Chatbots as Virtual Patients in Dental Education: A Constructivist Approach to Classroom Implementation'.European journal of dental education : official journal of the Association for Dental Education in Europe · 2026Article
- The landscape of virtual simulation in undergraduate dental education with implications for artificial intelligence incorporation.NPJ digital medicine · 2026Article
- Artificial Intelligence Chatbots as Virtual Patients in Dental Education: A Constructivist Approach to Classroom Implementation.European journal of dental education : official journal of the Association for Dental Education in Europe · 2026Article
- AI-enabled language technologies for language-mediated learning and clinical communication in international undergraduate dental education: a scoping review.Frontiers in medicine · 2026Review
- Digital intelligence in dental technology education: curriculum and practical teaching reform.Frontiers in medicine · 2026Review
- Evaluating artificial intelligence large language models in dental education: a cross-sectional survey on usage, perceptions, and integration at a U.S. dental school.Frontiers in digital health · 2026Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionAdvances in artificial intelligence (AI) have led to new possibilities for AI role-play in classroom settings, where generative pre-trained transformers (GPTs) and chatbots can potentially simulate interactions with patients. This pilot study aimed to design an AI role-play activity underpinned by constructivist principles, implement the activity in a classroom setting, and evaluate the students' engagement with the activity and usability of the interface. MATERIALS AND
methodsThe AI role-play was designed based on a patient presenting to a dental teaching hospital in pain. It comprised two interconnected chatbots intended to simulate a patient consultation and clinical supervisor discussion. The chatbots were built using the open-source framework Streamlit and powered by Chat GPT-4. Second and final-year students from an oral health degree were recruited through convenience sampling. Classroom observations were recorded and final-year students participated in a usability questionnaire to gain insights into their engagement, technical challenges, and suggestions for improvement. Data usage and token costs were collected to assess the AI chatbot's feasibility.
resultsEducator observations noted that AI role-play facilitated peer discussion, highlighted gaps in history-taking, and promoted peer learning. Usability survey feedback (n = 14) suggested that students perceived the AI role-play as authentic and relevant to clinical practice, with 86% strongly agreeing it aligned with real-world dental scenarios. The screen design, navigation, and multimedia integration were highly rated. The approximate costs for the activities were $13.17 (USD) for approximately 20 queries, per 20 students.
conclusionThis study presents a descriptive analysis of the implementation of an AI role-play within the early phases of a design-based research framework. AI role-play activities can be implemented in a classroom setting and are perceived as useful for students to apply skills in taking a pain history. While results showed promise for scalability and authentic learning, future research evaluating the impact of the implementation of these activities on student learning should be explored.
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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.