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Promoting Health Literacy With Human-in-the-Loop Video Understandability Classification of YouTube Videos: Development and Evaluation Study

Promoting Health Literacy With Human-in-the-Loop Video Understandability Classification of YouTube Videos: Development and Evaluation Study

The classification model we used in the cotraining approach was logistic regression due to its high interpretability, which can benefit health care organizations and health content creators in their future content creation process. Figure 3 illustrates the steps in the cotraining approach for video understandability classification.

Xiao Liu, Anjana Susarla, Rema Padman

J Med Internet Res 2025;27:e56080