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Transformation of Home Physical Therapy Guidance with Generative AI.
Andreea-Malina Stanciu1, Anca Daniela Ionita1, Lacramioara Stoicu-Tivadar2
1National University of Science and Technology Politehnica Bucharest, Romania.
Studies in Health Technology and Informatics
|July 3, 2026
Summary
Generative AI enhances patient guidance for home physical therapy by improving clarity and accessibility. This shift from traditional tools increases patient autonomy in rehabilitation exercises.
Area of Science:
- Medical Informatics
- Artificial Intelligence in Healthcare
Background:
- Patient guidance software requires trustworthy medical knowledge, user-friendliness, and adaptability.
- Traditional decision support tools for home physical therapy have limitations in enhancing patient autonomy.
Purpose of the Study:
- To explore the integration of generative artificial intelligence (AI) into patient guidance software for home-based physical therapy.
- To evaluate the impact of generative AI on the quality and readability of rehabilitation guidance.
- To assess the potential of AI to increase patient autonomy in rehabilitation.
Main Methods:
- Integrated a GPT-4.1-mini model API into an existing software application.
- Conducted a comparative evaluation of guidance provided with and without generative AI input.
- Utilized the Flesch-Kincaid index to assess guideline complexity and readability.
Main Results:
- Generative AI significantly improved the readability and reduced the complexity of patient guidance.
- AI-powered prompts enhanced the clarity and understandability of physical therapy instructions.
- The Flesch-Kincaid index indicated a more accessible user experience with AI integration.
Conclusions:
- Generative AI frameworks represent a paradigm shift in patient guidance for physical therapy.
- AI integration can effectively increase patient autonomy and improve the quality of home-based rehabilitation.
- Optimized prompting strategies are key to maximizing the benefits of AI in medical guidance.