Fall Risk
2 articles on Fall Risk.
Gait Analysis and Fall Risk Prediction: Analysing Elderly Gait with Pressure Mat and Optical Flow
Use pressure mat arrays or optical flow from cameras to analyse elderly gait — detecting gait speed below 0.8 m/s and shortened step length as early fall risk biomarkers, with a digital TUG test via Home Assistant alerting families before accidents occur.
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AI Health Analytics in Home Assistant: Predictive Elderly Health Event Detection Using Machine Learning
Use Machine Learning (Python sklearn, TensorFlow Lite) on accumulated Home Assistant health data to predict risks — UTI, dehydration, and health state changes — before symptoms appear in Thai elderly.
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