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Related Experiment Video

Updated: Jul 4, 2026

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
04:24

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program

Published on: April 19, 2019

From Therapeutic Exercise Guidelines to Adherence-Aware mHealth Systems: A Modeling Framework with Cloud and

Vassiliki Koufi1

  • 1Department of Digital Systems, University of Piraeus, Greece.

Studies in Health Technology and Informatics
|July 3, 2026
PubMed
Summary

This study introduces a new framework to make therapeutic exercise guidelines computable for digital health systems. It enhances mobile apps to track adherence to personalized exercise protocols, improving chronic disease management.

Keywords:
adherence modelingcloud-based architectureexplainable AImHealththerapeutic exercise

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Last Updated: Jul 4, 2026

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
04:24

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Published on: April 19, 2019

Area of Science:

  • Digital Health
  • Exercise Science
  • Health Informatics

Background:

  • World Health Organization emphasizes physical activity for noncommunicable disease prevention and management.
  • Therapeutic exercise guidelines offer structured recommendations but lack digital integration.
  • Current mobile health apps offer generic tracking, not formalizing exercise prescriptions or adherence.

Purpose of the Study:

  • To propose a modeling framework for translating Frequency-Intensity-Time-Type (FITT)-based therapeutic exercise guidelines into computable protocols.
  • To develop measurable adherence indicators for personalized exercise prescriptions.
  • To create an explainability module for interpretable feedback on exercise adherence.

Main Methods:

  • Developed a protocol formalization layer to encode guideline parameters as structured data.
  • Introduced an adherence modeling mechanism to define compliance metrics.
  • Integrated an AI-assisted natural language generation module for user feedback.

Main Results:

  • Successfully translated FITT-based guidelines into computable protocol structures.
  • Enabled quantification of adherence beyond simple activity completion.
  • Demonstrated a functional mobile application prototype operationalizing the framework.

Conclusions:

  • The proposed framework effectively integrates therapeutic exercise guidelines into digital health systems.
  • This approach enhances personalized exercise prescription and adherence monitoring.
  • It paves the way for more effective digital interventions in chronic disease management.