Variation in sleep duration across latitudes and countries: a Bayesian hierarchical analysis of wearable data.

Faraaz Akhtar, Alistair Brownlee, Cameron Crawford
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Abstract

Seasonal effects on sleep have been documented but remain poorly characterised at a global scale. Using wearable-derived data from 697 individuals contributing 185,143 nights across 49 countries, we examined how sleep duration varies with season, day length, latitude, and country using Bayesian hierarchical models. Across the dataset, sleep duration decreased with increasing day length, with a reduction of roughly 4.4 minutes per additional hour of daylight. In contrast, categorical season indicators contributed little explanatory power once individual- and country-level differences were modelled, suggesting that coarse season labels do not capture consistent structure in globally distributed samples. We found limited evidence that photoperiod sensitivity scales with latitude, despite large differences in seasonal light amplitude. At the same time, country-level variability emerged in both baseline sleep duration and estimated photoperiod responses. These findings indicate that global variation in sleep duration is shaped more strongly by individual and national differences than by calendar season.

不同纬度和国家的睡眠时间差异:可穿戴数据的贝叶斯层次分析。
季节性对睡眠的影响已被记录在案,但在全球范围内仍然缺乏特征。使用来自49个国家的697个人的可穿戴设备数据,我们使用贝叶斯分层模型研究了睡眠时间如何随季节、白天长度、纬度和国家而变化。在整个数据集中,睡眠时间随着白天长度的增加而减少,每增加一小时的白天,睡眠时间大约减少4.4分钟。相比之下,一旦对个体和国家层面的差异进行建模,分类季节指标几乎没有解释能力,这表明粗糙的季节标签不能捕捉全球分布样本的一致结构。我们发现有限的证据表明,光周期敏感性与纬度有关,尽管季节性光振幅存在很大差异。与此同时,在基线睡眠时间和估计的光周期反应中,出现了国家层面的差异。这些发现表明,全球睡眠时间的变化更多地受到个体和国家差异的影响,而不是受到季节的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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