The 5E+AI instructional model: the 5E cycle as organizational framework with generative AI supporting content generation, simulation-based training, and feedback optimization¶
Design · All designs
Evidence · 4 claims (4 for) · 1 study (1 causal),q2· 0 of 1 report an effect size · 4 claims rest on one study
Description¶
The 5E+AI model uses the 5E instructional model (Engage, Explore, Explain, Elaborate, Evaluate) as the "organizational framework, with generative AI tools serving as assistive technologies covering three task types: content generation, simulation-based training, and feedback optimization." AI supports learning through "on-demand information retrieval, simulated practice partners, and automated personalized feedback at each phase of the 5E cycle." The model was implemented in a 12-week medical science communication course for clinical medicine undergraduates.
Design Implications¶
Context¶
Requirements¶
- Requires generative AI tools integrated as a core component across all five 5E phases, not used as a standalone tool
Constraints¶
- Evaluated in a single elective course at one institution with limited enrollment per semester
Target Learners¶
- clinical medicine undergraduates
Learning Goals¶
- science communication competence
- medical knowledge acquisition
- classroom participation
Claims¶
- 5E Ai Model Improved Participation Scores Medical Students [+M]
- 5E Ai Model Improved Medical Knowledge Test Scores [+M]
- 5E Ai Model Improved Science Communication Project Scores [+M]
- 5E Ai Model Improved Self Report Questionnaire Dimensions [+M]
Related Designs¶
Examples¶
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Key Sources¶
- Dai Huiru, Liu Minling, Li Tingwei, Wang Jiancheng, Fang Shuo. (2026). Effectiveness of a “5E+AI” teaching model on science communication in medical students: a contribution to global health literacy. Frontiers in Public Health. https://doi.org/10.3389/fpubh.2026.1916714
Page metadata
| Field | Value |
|---|---|
type |
design |
id |
5e-ai-instructional-model-framework |
title |
The 5E+AI instructional model: the 5E cycle as organizational framework with generative AI supporting content generation, simulation-based training, and feedback optimization |
description |
The 5E+AI model uses the 5E instructional model (Engage, Explore, Explain, Elaborate, Evaluate) as the "organizational framework, with generative AI tools serving as assistive technologies covering three task types: c... |
status |
review |
generated |
by process:settle-candidates on 2026-11-04 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — dai-huiru-2026 |
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