High Accuracy Respiration and Heart Rate Detection Based on Artificial Neural Network Regression.

A 24GHz Doppler radar system for accurate contactless monitoring of heart and respiratory rates is demonstrated here. High accuracy predictions are achieved by employing a CNN+LSTM neural network architecture for regression analysis. Detection accuracies of 99% and 98% have been attained for heart rate and respiration rate, respectively.

Differences in injury and trauma management between migrant workers and citizens.

In Taiwan, legal migrant workers and almost all citizens are covered under the National Health Insurance program. Work-related injuries and various traumatic events constitute 2 major reasons for seeking medical care among migrant workers. Therefore, we conducted this retrospective study to delineate the clinical features of migrant workers with trauma and determine differences in trauma management between migrant workers and citizens under the current medical care and insurance system.