Increased vigorous exercise and decreased sedentary activities are associated with decreased depressive symptoms in United States adults: Analysis of The National …

AA Huang, SY Huang - Health Science Reports, 2023 - Wiley Online Library
Background and aims Depression is a major public health concern that affects over 4% of
the global population. Identification of new nonpharmacologic recommendations will help …

[HTML][HTML] Quantification of the Relationship of Pyridoxine and Spirometry Measurements in the United States Population

AA Huang, SY Huang - Current Developments in Nutrition, 2023 - Elsevier
Background There has been evidence to suggest associations between vitamins and lung
function. Objective This study aimed to examine the association between vitamin B6 and …

A Systematic Review and Meta-Analysis on Sleep Stage Classification and Sleep Disorder Detection Using Artificial Intelligence

TU Wara, AH Fahad, AS Das, MMH Shawon - arXiv preprint arXiv …, 2024 - arxiv.org
Sleep is vital for people's physical and mental health, and sound sleep can help them focus
on daily activities. Therefore, a sleep study that includes sleep patterns and disorders is …

Comparison of model feature importance statistics to identify covariates that contribute most to model accuracy in prediction of insomnia

AA Huang, SY Huang - PloS one, 2024 - journals.plos.org
Importance Sleep is critical to a person's physical and mental health and there is a need to
create high performing machine learning models and critically understand how models rank …

Application of a transparent artificial intelligence algorithm for US adults in the obese category of weight

AA Huang, SY Huang - Plos one, 2024 - journals.plos.org
Objective and aims Identification of associations between the obese category of weight in
the general US population will continue to advance our understanding of the condition and …

The roles of serum vitamin D and tobacco smoke exposure in insomnia: a cross-sectional study of adults in the United States

T Gao, M Hou, Q Wang, D Liu, F Chen, Y Xing… - Frontiers in …, 2023 - frontiersin.org
Aim Tobacco smoke exposure and vitamin D (VD) status were both associated with
insomnia. However, the combined effect of smoking and VD on insomnia has not been …

Enhancing accuracy of sleep disorder with logistic regression model

T Soni, D Gupta, M Uppal - 2023 IEEE 2nd International …, 2023 - ieeexplore.ieee.org
Now-a-days, sleeping disorder are a topic of concern among the youth and person with
different health problems. It is important to note that sleep problems are not a recent …

Development and Temporal Validation of an Electronic Medical Record-Based Insomnia Prediction Model Using Data from a Statewide Health Information Exchange

E Holler, F Chekani, J Ai, W Meng… - Journal of Clinical …, 2023 - mdpi.com
This study aimed to develop and temporally validate an electronic medical record (EMR)-
based insomnia prediction model. In this nested case-control study, we analyzed EMR data …

Enhancing digital health services: A machine learning approach to personalized exercise goal setting

J Fang, VCS Lee, H Ji, H Wang - Digital Health, 2024 - journals.sagepub.com
Background The utilization of digital health has increased recently, and these services
provide extensive guidance to encourage users to exercise frequently by setting daily …

[PDF][PDF] Unraveling Coronary Artery Disease Risk Factors: Insights from Machine Learning and Statistical Analysis

AA Huang, SY Huang - International Journal of …, 2024 - clinicsearchonline.org
Coronary artery disease (CAD) stands as a significant health challenge worldwide,
necessitating comprehensive efforts in risk factor identification to improve prevention and …