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Toward personalized and context-aware prompting for smartphone-based intervention.

Ramin Fallahzadeh, Samaneh Aminikhanghahi, Ashley Nichole Gibson

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 9, 2017
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    This study introduces a smart smartphone system that delivers timely prompts for individuals with cognitive impairment. It improves adherence and reduces errors by intelligently timing interventions for better user convenience and response rates.

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    Area of Science:

    • Human-Computer Interaction
    • Gerontology
    • Assistive Technology

    Background:

    • Cognitive impairment affects daily living and caregiver burden.
    • Effective interventions require convenient and non-disruptive prompting.
    • Current methods lack personalization and context-awareness.

    Purpose of the Study:

    • To propose an intelligent personalized intervention system for smartphones.
    • To leverage context and activity awareness for optimal prompt timing.
    • To enhance adherence, independence, and reduce errors for individuals with cognitive impairment.

    Main Methods:

    • Utilizing smartphone motion sensors for context and activity awareness.
    • Developing an intelligent system to predict optimal intervention prompt times.
    • Collecting and analyzing real-world user data.

    Main Results:

    • The proposed system achieved an average accuracy of 65% in detecting user response timeframes.
    • Demonstrated an average inefficiency reduction of 39% compared to static timing interventions.
    • Indicated significant potential for increased user satisfaction and response rates.

    Conclusions:

    • Intelligent, context-aware prompting via smartphones is feasible and effective.
    • Personalized intervention timing improves user experience and adherence.
    • This system offers a promising approach to support individuals with cognitive impairment and reduce caregiver burden.