Effects of lifestyle behaviours and depressed mood on sleep quality in young adults. A machine learning approach

H Sanchez-Trigo, E Molina-Martínez… - Psychology & …, 2024 - Taylor & Francis
Background Modern lifestyles may lead to high stress levels, frequently associated with
mood disorders (eg depressed mood) and sleep disturbance. The objective of this study was …

Predictors of sleep quality among university students: the use of advanced machine learning techniques

AA Alghwiri, F Almomani, AA Alghwiri, SL Whitney - Sleep and Breathing, 2021 - Springer
Purpose To assess the prevalence of sleep disturbances among university students and
investigate potential correlated factors and their relative importance in quantifying sleep …

Prediction of sleep quality among university students after analyzing lifestyles, sports habits, and mental health

L Zhang, H Zheng, M Yi, Y Zhang, G Cai, C Li… - Frontiers in …, 2022 - frontiersin.org
The aim of this study was to develop and validate a prediction model to evaluate the risk of
poor sleep quality. We performed a cross-sectional study and enrolled 1,928 college …

Association between maladaptive sleep hygiene behaviors and sleep quality in the general population

C Sancho-Domingo, JL Carballo, A Coloma-Carmona… - Psihologija, 2020 - ceeol.com
Prevalence of sleep problems has grown globally in recent years and sleep hygiene
recommendations have shown inconsistent results. This study aims to analyze the quality of …

0795 Importance of Sleep Data in Predicting Next-Day Stress, Happiness, and Health in College Students

S Taylor, N Jaques, E Nosakhare… - Journal of Sleep and …, 2017 - academic.oup.com
Introduction: Perceived wellbeing, as measured by self-reported health, stress, and
happiness, has a number of important clinical health consequences. The ability to model …

The big three health behaviors and mental health and well-being among young adults: a cross-sectional investigation of sleep, exercise, and diet

SR Wickham, NA Amarasekara, A Bartonicek… - Frontiers in …, 2020 - frontiersin.org
Background Sleep, physical activity, and diet have been associated with mental health and
well-being individually in young adults. However, which of these “big three” health behaviors …

Associations between sleep-behavioral traits and healthspan: A one-sample Mendelian randomization study based on 388,909 participants of the UK-Biobank

ML Sambou, X Zhao, T Hong, N Wang, J Dai - Journal of Affective Disorders, 2024 - Elsevier
Background Although the association between sleep behavior and morbidity and mortality
risk has been reported before, there is still uncertainty whether the observed associations …

[HTML][HTML] Associations of subjective sleep quality with depression score, anxiety, physical symptoms and sleep onset latency in young students

C Augner - Central European journal of public health, 2011 - cejph.szu.cz
Objective: Sleep quality is strongly associated with parameters of mental and physical health
and therefore a major public health issue. We wanted to evaluate this association in young …

0815 A Machine Learning Approach to Identify Factors Associated with Adolescent Sleep Outcomes

E Ricketts, K Kaplan, D McMakin, G Patriarca… - Sleep, 2024 - academic.oup.com
Introduction Beyond natural physiological changes coinciding with puberty, several factors
perpetuate poor sleep health in adolescents. However, there is limited research examining …

Daily Variation in Sleep Duration, Affect and Emotions in Croatian Youth: An Ambulatory Assessment

L Šutić, M Novak - European journal of mental health, 2024 - ejmh.semmelweis.hu
Introduction: Sleep habits are related to mood stability and mental health, and adolescence
may be an appropriate time to address disturbed sleep patterns because it is a critical period …