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Updated: Jul 1, 2025

An Application for Pairing with Wearable Devices to Monitor Personal Health Status
Published on: February 3, 2022
"Letter to my future self" as a device for assessing health education effectiveness
Dee Warmath1, Yilang Peng2, Andrew P Winterstein3
1Department of Financial Planning, Housing, and Consumer Economics, College of Family and Consumer Sciences, University of Georgia, Dawson Hall, 305 Sanford Drive, Athens, GA 30602, USA.
Objective:
To examine whether a "letter to my future self" analyzed using structural topic modeling (STM) represents a useful technique in revealing how participants integrate educational content into planned future behaviors.
Methods:
453 club-sports athletes in a concussion-education randomized control study wrote two-paragraph letters describing what they hoped to remember after viewing one of three randomly assigned educational interventions.
Results:
A six-topic solution revealed three topics related to the content of the education and three topics related to the participant behavioral takeaways. The content-related topics reflected the educational content viewed. The behavioral takeaway topics indicated that the Consequence-based education was more likely to generate the Concussion Seriousness[CS:23%] topic while Traditional(24%) and Consequence-based(20%) interventions were more likely to generate the Responsibility for Brain Health[BH] topic. Traditional(21%) and Revised-symptom(17%) interventions were more likely to generate the Awareness and Action topics.
Conclusion:
Unstructured user-generated data in the form of a "letter to my future self" analyzed using structural topic modeling provides a novel evaluation of the present and likely future impact of educational interventions.
Practice Implications:
Patient educators can enhance the effectiveness of education through the application of these methods to the evaluation of and innovation in programs.
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