Wheeze Recognition Algorithm for Remote Medical Care Device in Children: Validation Study.

Chizu Habukawa Naoto Ohgami Takahiko Arai Haruyuki Makata Morimitsu Tomikawa Tokihiko Fujino Tetsuharu Manabe Yoshihito Ogihara Kiyotaka Ohtani Kenichiro Shirao Kazuko Sugai Kei Asai Tetsuya Sato Katsumi Murakami

Published in: JMIR pediatrics and parenting (2021)

The wheeze recognition algorithm was verified to identify wheezing with high accuracy; therefore, it might be useful in the practical implementation of asthma management at home. Only a few home medical devices are available for automatic wheeze detection. The wheeze recognition algorithm was verified to identify wheezing with high accuracy and will be useful for wheezing management at home and in remote medical care.

Keyphrases

deep learning
machine learning
healthcare
neural network
chronic obstructive pulmonary disease
primary care
young adults
lung function
allergic rhinitis
label free