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谷歌趋势是否是追踪公共卫生紧急事件期间心理和社会困扰的有用工具?一项时间序列分析。

Is Google Trends a useful tool for tracking mental and social distress during a public health emergency? A time-series analysis.

机构信息

Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.

Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK.; National Institute of Health Research Biomedical Research Centre, University Hospitals Bristol and Weston NHS Foundation Trust, UK.

出版信息

J Affect Disord. 2021 Nov 1;294:737-744. doi: 10.1016/j.jad.2021.06.086. Epub 2021 Jul 9.

Abstract

BACKGROUND

Google Trends data are increasingly used by researchers as an indicator of population mental health, but few studies have investigated the validity of this approach during a public health emergency.

METHODS

Relative search volumes (RSV) for the topics depression, anxiety, self-harm, suicide, suicidal ideation, loneliness, and abuse were obtained from Google Trends. We used graphical and time-series approaches to compare daily trends in searches for these topics against population measures of these outcomes recorded using validated self-report scales (PHQ-9; GAD-7; UCLA-3) in a weekly survey (n = ~70,000) of the impact COVID-19 on psychological and social experiences in the UK population (21/03/2020 to 21/08/ 2020).

RESULTS

Self-reported levels of depression, anxiety, self-harm/suicidal ideation, self-harm, loneliness and abuse decreased during the period studied. There was no evidence of an association between self-reported anxiety, self-harm, abuse and RSV on Google Trends. Trends in Google topic RSV for depression and suicidal ideation were inversely associated with self-reports of these outcomes (p = 0.03 and p = 0.04, respectively). However, there was statistical and graphical evidence that self-report and Google searches for loneliness (p < 0.001) tracked one another.

LIMITATIONS

No age/sex breakdown of Google Trends data available. Survey respondents were not representative of the UK population and no pre-pandemic data were available.

CONCLUSION

Google Trends data do not appear to be a useful indicator of changing levels of population mental health during a public health emergency, but may have some value as an indicator of loneliness.

摘要

背景

研究人员越来越多地使用谷歌趋势数据来作为衡量人口心理健康的指标,但很少有研究调查在公共卫生紧急情况下这种方法的有效性。

方法

从谷歌趋势中获取了抑郁、焦虑、自残、自杀、自杀意念、孤独和虐待等主题的相对搜索量(RSV)。我们使用图形和时间序列方法,将这些主题的每日搜索趋势与使用经过验证的自我报告量表(PHQ-9;GAD-7;UCLA-3)在每周调查中记录的这些结果的人口指标进行比较,该调查记录了 COVID-19 对英国人口心理和社会体验的影响(2020 年 3 月 21 日至 2020 年 8 月 21 日)。

结果

在研究期间,自我报告的抑郁、焦虑、自残/自杀意念、自残、孤独和虐待水平下降。自我报告的焦虑、自残、虐待与谷歌趋势上的 RSV 之间没有关联的证据。谷歌主题 RSV 趋势与抑郁和自杀意念的自我报告呈负相关(p=0.03 和 p=0.04)。然而,有统计和图形证据表明,孤独的自我报告和谷歌搜索(p<0.001)相互跟踪。

局限性

谷歌趋势数据没有按年龄/性别细分。调查受访者不能代表英国人口,并且没有大流行前的数据。

结论

谷歌趋势数据似乎不是衡量公共卫生紧急情况下人口心理健康变化水平的有用指标,但可能作为孤独的指标具有一定价值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ffcd/8411666/3abdbc62618d/ga1.jpg

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