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检测大学生被动收集的手机使用情况与焦虑之间的纵向趋势。

Detecting Longitudinal Trends between Passively Collected Phone Use and Anxiety among College Students.

作者信息

Gyorda Joseph A, Lekkas Damien, Jacobson Nicholas C

机构信息

Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA.

Quantitative Biomedical Sciences Program, Dartmouth College, Hanover, NH, USA.

出版信息

Digit Biomark. 2024 Sep 5;8(1):181-193. doi: 10.1159/000540546. eCollection 2024 Jan-Dec.

Abstract

INTRODUCTION

Existing theories and empirical works link phone use with anxiety; however, most leverage subjective self-reports of phone use (e.g., validated questionnaires) that may not correspond well with true behavior. Moreover, most works linking phone use with anxiety do not interrogate associations within a temporal framework. Accordingly, the present study sought to investigate the utility of passively sensed phone use as a longitudinal predictor of anxiety symptomatology within a population particularly vulnerable to experiencing anxiety.

METHODS

Using data from the GLOBEM study, which continuously collected longitudinal behavioral data from a college cohort of = 330 students, weekly PHQ-4 anxiety subscale scores across 3 years (2019-2021) were paired with median daily phone use records from the 2 weeks prior to anxiety self-report completion. Phone use was operationalized through unlock duration which was passively curated via Apple's "Screen Time" feature. GPS-tracked location data was further utilized to specify whether an individual's phone use was at home or away from home. Within-individual and temporal associations between phone use and anxiety were modeled within an ordinal mixed-effects logistic regression framework.

RESULTS

While there was no significant association between anxiety levels and either median total phone use or median phone use at home, participants in the top quartile of median phone use away from home were predicted to exhibit clinically significant anxiety levels 20% more frequently than participants in the bottom quartile during the first study year; however, this association weakened across successive years. Importantly, these associations remained after controlling for age, physical activity, sleep, and baseline anxiety levels and were not recapitulated when operationalizing phone use with unlock frequency.

CONCLUSIONS

These findings suggest that phone use may be leveraged as a means of mitigating or coping with anxiety in social situations outside the home, while pandemic-related developments may also have attenuated this behavior later in the study. Nevertheless, the present results suggest promise in interrogating a larger suite of objectively measured phone use behaviors within the context of social anxiety.

摘要

引言

现有理论和实证研究将手机使用与焦虑联系起来;然而,大多数研究利用的是手机使用的主观自我报告(如经过验证的问卷),这些报告可能与真实行为不太相符。此外,大多数将手机使用与焦虑联系起来的研究并未在时间框架内探究两者之间的关联。因此,本研究旨在调查被动感知的手机使用情况作为焦虑症状纵向预测指标在特别容易出现焦虑的人群中的效用。

方法

使用来自GLOBEM研究的数据,该研究持续收集了330名学生的大学队列的纵向行为数据,将3年(2019 - 2021年)间每周的PHQ - 4焦虑分量表得分与焦虑自我报告完成前2周的每日手机使用记录中位数进行配对。手机使用通过解锁时长来衡量,该时长由苹果的“屏幕使用时间”功能被动记录。进一步利用GPS跟踪的位置数据来确定个人的手机使用是在家中还是在家外。在有序混合效应逻辑回归框架内对手机使用与焦虑之间的个体内和时间关联进行建模。

结果

虽然焦虑水平与总手机使用记录中位数或在家中的手机使用记录中位数之间没有显著关联,但在离家手机使用记录中位数处于前四分位数的参与者中,预计在第一个研究年度出现临床显著焦虑水平的频率比处于后四分位数的参与者高20%;然而,这种关联在随后几年中有所减弱。重要的是,在控制了年龄、身体活动、睡眠和基线焦虑水平后,这些关联仍然存在,并且在用解锁频率衡量手机使用时并未重现这些关联。

结论

这些发现表明,手机使用可能被用作减轻或应对家外社交场合焦虑的一种方式,而与疫情相关的情况在研究后期可能也削弱了这种行为。尽管如此,目前的结果表明,在社交焦虑背景下探究更多客观测量的手机使用行为具有前景。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/376e/11521436/6dd99de49baf/dib-2024-0008-0001-540546_F01.jpg

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