韩国青少年 "失眠 "网络搜索活动的季节性和每周模式:一项回顾性研究。

IF 2 Q3 HEALTH CARE SCIENCES & SERVICES
Kwangyeol Baek, Jake Jeong, Hyun-Woo Kim, Dong-Hyeon Shin, Jiyoung Kim, Gha-Hyun Lee, Jae Wook Cho
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引用次数: 0

摘要

背景:青少年睡眠不足是一个常见但严重的公共卫生问题。青少年的昼夜节律通常会逐渐延迟,而且由于学校的作息时间,他们在平日里睡眠不足。互联网搜索活动数据的时间模式可为了解青少年群体的睡眠问题特征提供相关信息。在此,我们研究了青少年关于 "失眠 "的网络搜索活动的季节性和每周模式:我们旨在揭示与成年人相比,青少年的 "失眠 "网络搜索活动是否表现出独特的时间模式。我们假设,青少年的 "失眠 "网络搜索量变化较大,尤其是与学校课程表(如假期和周末)相关联:我们使用 NAVER DataLab 提取了 2016~2019 年韩国青少年(13~18 岁)、成人(19~59 岁)和青年(19~24 岁)每天的 "失眠 "搜索量。NAVER 是韩国最受欢迎的搜索引擎(市场份额为 72.43%),NAVER DataLab 可以提供各年龄组的日搜索量。各年龄组的日搜索量数据以各年龄组的年度中位数进行归一化处理。利用快速傅里叶变换将搜索量的时间序列分解为慢速波动(一年以上)和快速波动(一周内)。然后,我们比较了一年中不同月份(缓慢波动)和一周中不同天数(快速波动)的归一化搜索量:在年度趋势中,双向方差分析显示出显著的(组)x(月)交互作用(p < 0.001)。青少年在一年中的季节性变化比成年人大得多(变异系数:青少年为 0.483,成年人为 0.131)。1 月、2 月和 8 月是韩国的学术假期,因此青少年 "失眠 "的搜索量明显较高(p < .001)。在每周模式中,双向方差分析显示出显著的(组)x(日)交互作用(p < 0.001)。与成年人相比,青少年在周日和周一的搜索量明显增加(p < .001)。相比之下,年轻成年人(19 至 24 岁)的季节性和每周模式与成年人相似:青少年在互联网上关于 "失眠 "的搜索表现出明显的季节性和周规律(即在假期月份和周末/平日转换时搜索量增加),这与学校的作息时间密切相关。青少年的睡眠问题可能会受到假期和周末期间日常作息混乱和睡眠阶段延迟的潜在影响。正如我们所证明的那样,比较不同年龄组的信息流行病学和信息监测数据可能有助于识别易受影响年龄组的独特特征:
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Seasonal and Weekly Patterns of Korean Adolescents' Web Search Activity on Insomnia: Retrospective Study.

Background: Sleep deprivation in adolescents is a common but serious public health issue. Adolescents often have a progressive circadian delay and suffer from insufficient sleep during weekdays due to the school schedule. Temporal patterns in internet search activity data can provide relevant information for understanding the characteristic sleep problems of the adolescent population.

Objective: We aimed to reveal whether adolescents exhibit distinct temporal seasonal and weekly patterns in internet search activity on insomnia compared to adults.

Methods: We hypothesized that adolescents exhibit larger variations in the internet search volume for insomnia, particularly in association with the school schedule (e.g., academic vacations and weekends). We extracted the daily search volume for insomnia in South Korean adolescents (13-18 years old), adults (19-59 years old), and young adults (19-24 years old) during the years 2016-2019 using NAVER DataLab, the most popular search engine in South Korea. The daily search volume data for each group were normalized with the annual median of each group. The time series of the search volume was decomposed into slow fluctuation (over a year) and fast fluctuation (within a week) using fast Fourier transform. Next, we compared the normalized search volume across months in a year (slow fluctuation) and days in a week (fast fluctuation).

Results: In the annual trend, 2-way ANOVA revealed a significant (group) × (month) interaction (P<.001). Adolescents exhibited much greater seasonal variations across a year than the adult population (coefficient of variation=0.483 for adolescents vs 0.131 for adults). The search volume for insomnia in adolescents was notably higher in January, February, and August, which are academic vacation periods in South Korea (P<.001). In the weekly pattern, 2-way ANOVA revealed a significant (group) × (day) interaction (P<.001). Adolescents showed a considerably increased search volume on Sunday and Monday (P<.001) compared to adults. In contrast, young adults demonstrated seasonal and weekly patterns similar to adults.

Conclusions: Adolescents demonstrate distinctive seasonal and weekly patterns in internet searches on insomnia (ie, increased search in vacation months and weekend-weekday transitions), which are closely associated with the school schedule. Adolescents' sleep concerns might be potentially affected by the disrupted daily routine and the delayed sleep phase during vacations and weekends. As we demonstrated, comparing various age groups in infodemiology and infoveillance data might be helpful in identifying distinctive features in vulnerable age groups.

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JMIR Formative Research
JMIR Formative Research Medicine-Medicine (miscellaneous)
CiteScore
2.70
自引率
9.10%
发文量
579
审稿时长
12 weeks
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