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    Area of Science:

    • Gerontology
    • Biomechanics
    • Human-Computer Interaction

    Background:

    • Falls are a major health concern for the elderly, leading to injuries and fatalities.
    • Exergames (exercise games) show promise for improving balance in older adults.
    • Real-time balance assessment during exergaming is needed for feedback and adaptive difficulty.

    Purpose of the Study:

    • To investigate if incorporating movement trajectory curvature improves balance assessment accuracy compared to using movement speed alone.
    • To develop a real-time balance assessment method for exergaming applications.

    Main Methods:

    • Utilized generalized linear models to analyze movement data.
    • Incorporated movement speed and curvature of the movement trajectory.
    • Employed five-fold cross-validation for performance evaluation.

    Main Results:

    • The inclusion of movement trajectory curvature significantly improved the performance of balance assessment models.
    • The developed method achieved over 90% classification accuracy in distinguishing balance performance.
    • The approach demonstrated promise for real-time balance assessment.

    Conclusions:

    • Movement trajectory curvature is a valuable addition to movement speed for accurate real-time balance assessment.
    • This method can enhance exergames by providing personalized feedback and adaptive challenges.
    • The technique has potential applications in sports, rehabilitation, and medical fields for body movement analysis.