FSU's APPT R01 team has published a new study on cognitive training adherence prediction in PLOS One! Congratulations!!
Associate Professor & Interim Director of the Institute for Successful Longevity at FSU, Informatics Lead of UF-FSU CTSA Hub; Director of FSU eHealth Lab; Chair-Elect of AMIA KDDM Working Group
Our latest research from the R01 grant "The Adherence Promotion with Person-centered Technology (APPT) Project" (R01AG064529), has been published in PLOS ONE! ?? The study, titled "Predicting adherence to gamified cognitive training using early phase game performance data: Towards a just-in-time adherence promotion strategy," explores how early game performance metrics and baseline demographic, attitudinal, and cognitive measures can predict long-term adherence to cognitive training programs among older adults. Using machine learning models—including logistic regression, support vector machines, and random forests—we found that early game performance metrics were better predictors of adherence than demographic or attitudinal characteristics. Notably, the games "Supply Run," "Ante Up," and "Sentry Duty" emerged as significant predictors, with key metrics such as the highest level achieved and the number of sessions played. Interestingly, we observed a negative correlation between initial high achievement and sustained adherence, suggesting that balanced difficulty is crucial for long-term engagement, while early active involvement positively impacted adherence. Data Availability: The source code and data used for data analysis and model implementation can be accessed at the following GitHub repository: https://lnkd.in/eAQnsmEY These findings are promising for developing just-in-time strategies to promote adherence to cognitive training, particularly for older adults. By tailoring gamified interventions to individual user needs, we can foster better long-term engagement and enhance the impact of cognitive health programs. You can read the full article here. Congratulations to my doctoral student,?Yuanying Pang,?on her first journal publication!
