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Context Awareness in a Handheld Exercise Agent.

Timothy W Bickmore1, Daniel Mauer, Thomas Brown

  • 1Northeastern University College of Computer and Information Science, 360 Huntington Ave WVH202, Boston, MA 02115, ( bickmore@ccs.neu.edu , daniel@ccs.neu.edu ), brown.tho@neu.edu , http://www.ccs.neu.edu/research/rag/

Pervasive and Mobile Computing
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PubMed
Summary
This summary is machine-generated.

A mobile health agent designed to boost physical activity showed mixed results. While context-aware technology enhanced user-agent bonding, it unexpectedly decreased walking behavior in participants.

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Area of Science:

  • Human-Computer Interaction
  • Digital Health
  • Behavioral Science

Background:

  • Automated health counselors have advanced, with mobility and context awareness offering new intervention possibilities.
  • Mobile health (mHealth) interventions leverage technology for health behavior change, particularly physical activity promotion.
  • Previous research highlights the potential of personalized, context-aware systems in health coaching.

Purpose of the Study:

  • To describe the development of a handheld health counseling agent for promoting physical activity.
  • To present a software architecture for rapidly designing and deploying mobile health counseling agents.
  • To evaluate the effectiveness of a mobile exercise coach in motivating increased walking behavior.

Main Methods:

  • Development of a general-purpose software architecture for mobile health agents.
  • Implementation of a context-awareness mechanism to detect walking behavior.
  • Conducting an initial field trial with a mobile agent acting as an exercise coach.

Main Results:

  • The context-awareness mechanism fostered greater social bonding between users and the agent.
  • Study participants exhibited reduced walking behavior when the context-awareness feature was active.
  • Mixed outcomes were observed, indicating a complex relationship between technology features and behavior change.

Conclusions:

  • Context-aware technology in mobile health agents can enhance user engagement and social bonding.
  • The design of context-aware features requires careful consideration to avoid unintended negative impacts on behavior.
  • Further research is needed to optimize mHealth interventions for effective physical activity promotion.