Logistic regression and artificial neural network-based simple predicting models for obstructive sleep apnea by age, sex, and body mass index

Logistic regression and artificial neural network-based simple predicting models for obstructive sleep apnea by age, sex, and body mass index

Age, sex, and body mass index (BMI) were associated with obstructive sleep apnea (OSA). Although various methods have been used in OSA prediction, this study aimed to develop predictions using simple and general predictors incorporating machine learning algorithms. This single-center, retrospective...

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Bibliographic Details
Main Authors: Yi-Chun Kuan, Chien-Tai Hong, Po-Chih Chen, Wen-Te Liu, Chen-Chih Chung
Format: Article
Language:English
Published: AIMS Press 2022-08-01
Series:Mathematical Biosciences and Engineering
Subjects:
age
artificial neural network
body mass index
logistic regression
machine learning
medical diagnosis
sex
osa
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2022532?viewType=HTML

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https://www.aimspress.com/article/doi/10.3934/mbe.2022532?viewType=HTML

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