The Effect of Noise on Deep Learning for Classification of Pathological Voice.

Koki Hasebe Shintaro Fujimura Shintaro FujimuraKeiichi TamuraYoshitaka Kawai Yo Kishimoto Koichi Omori

Published in: The Laryngoscope (2024)

This study evaluates a machine learning model using a single dataset without comparative controls. Given its non-comparative design and specific focus, it aligns with Level 4 evidence (Case-series) under the 2011 OCEBM guidelines Laryngoscope, 2024.

Keyphrases

deep learning
machine learning
artificial intelligence
convolutional neural network
big data
air pollution
clinical practice