TY - GEN
T1 - Exploring the Feasibility of Generating Physical Prescriptions Using Large Language Models with Motion Tracking Inputs
AU - Li, Gangmin
AU - Bai, Xuming
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025/8
Y1 - 2025/8
N2 - This paper reports our first attempt using Large Language Models (LLMs) to generate personalised physical prescriptions using real-time motion tracking system inputs for gait analysis. We investigate the feasibility of such a system through relevance, accuracy, and potential health outcomes of the generated prescriptions compared to those created by humans. The study highlights the benefits, challenges, and future directions of integrating sensor-based real-time inputs into LLMs for generating physical prescriptions for physical treatment and medical rehabilitation.
AB - This paper reports our first attempt using Large Language Models (LLMs) to generate personalised physical prescriptions using real-time motion tracking system inputs for gait analysis. We investigate the feasibility of such a system through relevance, accuracy, and potential health outcomes of the generated prescriptions compared to those created by humans. The study highlights the benefits, challenges, and future directions of integrating sensor-based real-time inputs into LLMs for generating physical prescriptions for physical treatment and medical rehabilitation.
KW - Large Language Models (LLMs)
KW - Motion Tracking Systems
KW - Physical Prescription Generation (PPG)
KW - Physical Therapy
KW - Rehabilitation
KW - Sensor-Based Data Integration
UR - https://www.scopus.com/pages/publications/105021490073
U2 - 10.1109/ICAC65379.2025.11196297
DO - 10.1109/ICAC65379.2025.11196297
M3 - Conference Proceeding
AN - SCOPUS:105021490073
T3 - ICAC 2025 - 30th International Conference on Automation and Computing
BT - ICAC 2025 - 30th International Conference on Automation and Computing
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 30th International Conference on Automation and Computing, ICAC 2025
Y2 - 27 August 2025 through 29 August 2025
ER -