AIMC Topic: Shift Work Schedule

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Exploring predictors of insomnia severity in shift workers using machine learning model.

Frontiers in public health Mar 14, 2025
INTRODUCTION: Insomnia in shift workers has distinctive features due to circadian rhythm disruption caused by reversed or unstable sleep-wake cycle work schedules. While previous studies have primarily focused on a limited number of predictors for in...
Male Middle Aged Adult Work Schedule Tolerance Shift Work Schedule Humans Female Machine Learning Sleep Initiation and Maintenance Disorders Severity of Illness Index
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Estimating vigilance from the pre-work shift sleep using an under-mattress sleep sensor.

Journal of sleep research Jan 7, 2024
Predicting vigilance impairment in high-risk shift work occupations is critical to help to reduce workplace errors and accidents. Current methods rely on multi-night, often manually entered, sleep data. This study developed a machine learning model f...
Machine Learning Female Humans Male Wakefulness Adult Young Adult Sleep Shift Work Schedule Arousal Psychomotor Performance
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Innovative machine learning approach and evaluation campaign for predicting the subjective feeling of work-life balance among employees.

PloS one May 15, 2020
At present, many researchers see hope that artificial intelligence, machine learning in particular, will improve several aspects of the everyday life for individuals, cities and whole nations alike. For example, it has been speculated that the so-cal...
Employment Work-Life Balance Shift Work Schedule Humans Time Factors Artificial Intelligence Emotions Neural Networks, Computer Adolescent Adult Young Adult Computer Simulation Machine Learning Middle Aged Female Male
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Generalizability of A Neural Network Model for Circadian Phase Prediction in Real-World Conditions.

Scientific reports Jul 29, 2019
A neural network model was previously developed to predict melatonin rhythms accurately from blue light and skin temperature recordings in individuals on a fixed sleep schedule. This study aimed to test the generalizability of the model to other slee...
Work Schedule Tolerance Middle Aged Melatonin Shift Work Schedule Female Neural Networks, Computer Models, Biological Adult Humans Biomarkers Young Adult Male Sleep Light Skin Temperature Circadian Rhythm
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