Applying a Smartwatch to Predict Work-related Fatigue for Emergency Healthcare Professionals: Machine Learning Method.

Sot Shih-Hung Liu, Cheng-Jiun Ma,Fan-Ya Chou, Michelle Yuan-Chiao Cheng,Chih-Hung Wang,Chu-Lin Tsai, Wei-Jou Duh,Chien-Hua Huang,Feipei Lai,Tsung-Chien Lu

The western journal of emergency medicine（2023）

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摘要

By using features derived from a smartwatch, we successfully built ML models capable of classifying the risk of work-related fatigue in the ED. By collecting more data to optimize the models, it should be possible to use smartwatch-based ML models in the future to predict work-related fatigue and adopt preventive measures for emergency clinicians.

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