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Adaptive Health Coaching Technology for Tailored Interventions.

Holly Jimison1, Michael Shapiro1, Misha Pavel1

  • 1Khoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USA.

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Summary

This study introduces a health coaching platform using a dynamic user model to tailor messages for patients with chronic conditions and older adults. The system improves coach efficiency and message quality, aiding in training new coaches.

Keywords:
health coachingtailored messagingtechnology

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Area of Science:

  • Digital Health
  • Health Informatics
  • Gerontology

Background:

  • Advancements in sensor and communication technologies facilitate remote patient care.
  • Continuity of care at home is crucial for chronic condition management and aging in place.

Purpose of the Study:

  • To describe a health coaching platform framework with a dynamic user model.
  • To enable tailored health coaching messages for improved patient support.
  • To assess the impact on coach efficiency and message quality.

Main Methods:

  • Development of a health coaching platform framework.
  • Implementation of a dynamic user model for message tailoring.
  • Evaluation of coach efficiency and message quality.

Main Results:

  • The platform improves coach efficiency without compromising message quality.
  • Coaches require more input on message content and direct database modification capabilities.
  • The automated message generation structure aids coach recall, editing, and training.

Conclusions:

  • The health coaching platform framework is effective for remote patient care.
  • Coach involvement in message content is vital for optimal system performance.
  • The technology offers significant benefits for training health coaches and ensuring message consistency.