ArticleBMC public health2026
Outdoor night light exposure and sleep structure, a panel study using consumer-grade wearables.
Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
1 citing paper in PubMed.
- Longitudinal effects of technostress on bedtime procrastination and sleep quality among university students.Scientific reports · 2026Article
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Authors and funding
9 authors.
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Abstract
backgroundArtificial light at night (ALAN) poses a growing public health concern due to its potential to disrupt circadian rhythms and affect sleep quality. This study examines the association between outdoor nighttime light (NTL) exposure and sleep duration using objective wearable-device data from a Chinese panel.
methodsSleep metrics were collected from 4,690 participants (2017-2019) via Zepp Health smart bracelets. Outdoor NTL exposure was obtained from NASA's Black Marble product and categorized into tertiles. Mixed-effects regression models were employed to analyze the associations between NTL exposure and objectively measured sleep parameters, adjusting for demographic, behavioral, and environmental covariates.
resultsThe results suggest that NTL exposure (one standard deviation of 5.20 W·cm
conclusionThis study suggests that moderate NTL levels are associated with slightly longer light sleep durations, whereas higher NTL levels may negatively impact deep sleep. The findings stress the need for urban lighting guidelines that balance safety with sleep health, minimizing negative effects on circadian rhythms. This research also contributes to future studies on personalized light exposure, considering indoor factors and individual sleep behaviors.
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