Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2024 Dec 6;13(1):2434322.
doi: 10.1080/28338073.2024.2434322. eCollection 2024.

Revolutionising Faculty Development and Continuing Medical Education Through AI-Generated Videos

Affiliations

Revolutionising Faculty Development and Continuing Medical Education Through AI-Generated Videos

Irene Contreras et al. J CME. .

Abstract

Producing high-quality and engaging educational videos for continuing medical education (CME) is traditionally time-consuming and costly. Generative AI tools have shown promise in creating synthetic videos that mimic traditional lecture videos. We conducted a comparative analysis of four AI video generation platforms HeyGen, Synthesia, Colossyan, and HourOne using the Kano model. Our analysis revealed that HeyGen met most of our requirements. We created two videos and collected feedback from 25 learners. The feedback indicated that the videos were of good quality, engaging, and well-paced for learning. Only 32% recognised the videos as AI-generated, citing limited facial expressions, hand gestures and monotone vocal expression. Importantly, only 24% considered disclosure of AI-generated content necessary. This research indicates that AI-generated videos can be a viable alternative to traditionally produced educational videos. It offers an efficient, cost-effective solution for producing educational content. Ethical considerations regarding AI content disclosure should be addressed to maintain transparency.

Keywords: AI video platforms; AI-generated lectures; AI-generated videos; CME; faculty development; generative AI; synthetic videos.

PubMed Disclaimer

Conflict of interest statement

No potential conflict of interest was reported by the author(s).

Figures

Figure 1.
Figure 1.
Set of AI-video platform key features determined using the Kano model.
Figure 2.
Figure 2.
Radar chart of AI-tools features. a. Features whose presence does not necessarily lead to satisfaction, but whose absence can cause dissatisfaction; b. features that have a direct correlation with satisfaction; the more of these features a product possesses, the higher the user satisfaction level. c. Features that increase user satisfaction when present, but whose absence has little impact on satisfaction.
Figure 3.
Figure 3.
Learner feedback. a. AI-generated videos b,c. Analysis of survey answers N = 25.

References

    1. Leiker D, Gyllen A, Eldesouky I, et al. Generative AI for learning: investigating the potential of synthetic learning videos. ArXiv, abs/2304.03784. 2023. doi: 10.48550/arXiv.2304.03784 - DOI
    1. Renier LA, Shubham K, Vijay RS, et al. A deepfake-based study on facial expressiveness and social outcomes. Sci Rep. 2024;14(1):3642. doi: 10.1038/s41598-024-53475-5 PMID: 38351036; PMCID: PMC10864353. - DOI - PMC - PubMed
    1. Hudson I, Hurter J.. Avatar types matter: review of avatar literature for performance purposes. In: Lackey S, Shumaker R, editors. Virtual, augmented and mixed reality. VAMR 2016. Lecture notes in computer science(). Vol. 9740. Cham: Springer; 2016. doi: 10.1007/978-3-319-39907-2_2 - DOI
    1. Wang F, Li W, Mayer RE, et al. Animated pedagogical agents as aids in multimedia learning: effects on eye-fixations during learning and learning outcomes. J Educ Phychol. 2018;110(2):250–7. doi: 10.1037/edu0000221 - DOI
    1. Kaplan A, Haenlein MS. Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence. Bus Horiz. 2019;62(1):15–25, ISSN 0007-6813, doi: 10.1016/j.bushor.2018.08.004 - DOI

LinkOut - more resources