Tapping into truth: an exploratory cross-sectional analysis of psychomotor symptoms and typing behaviour in an adolescent observational cohort.

NPP-digital psychiatry and neuroscience Pub Date : 2025-01-01 Epub Date: 2025-06-18 DOI:10.1038/s44277-025-00033-0
Taylor A Braund, Debopriyo Bal, Helen Christensen, Philip J Batterham, Bojana Vilus, Kate Maston, Mark E Larsen, Aliza Werner-Seidler, Kit Huckvale, Alexis E Whitton, Gabriel Tillman, Bridianne O'Dea
{"title":"Tapping into truth: an exploratory cross-sectional analysis of psychomotor symptoms and typing behaviour in an adolescent observational cohort.","authors":"Taylor A Braund, Debopriyo Bal, Helen Christensen, Philip J Batterham, Bojana Vilus, Kate Maston, Mark E Larsen, Aliza Werner-Seidler, Kit Huckvale, Alexis E Whitton, Gabriel Tillman, Bridianne O'Dea","doi":"10.1038/s44277-025-00033-0","DOIUrl":null,"url":null,"abstract":"<p><p>Typing behaviour derived from smartphone keystroke metadata is an emerging digital phenotype that may assist in diagnosing and monitoring depressive symptoms. While psychomotor agitation and slowing have been hypothesised as depressive symptoms that may influence typing behaviour, no studies have directly tested this assumption. Here, we tested whether specific depressive symptoms were associated with various keystroke features of typing behaviour in adolescents. Adolescents from an Australian cohort study (<i>n</i> = 895) completed a typing task on their smartphones. Common features of keystroke timing (i.e., median, dwell, interval, latency, down-down time, and up-up time) and frequency (i.e., total keystrokes, backspaces, spaces, backspace ratio, and spaces ratio) were extracted. Depressive symptoms were assessed using the Patient Health Questionnaire-Adolescent version (PHQ-A). Multiple linear regression models were used to test associations between symptom items and keystroke features. Non-linear effects and moderating effects of sex were also explored. Psychomotor symptoms (i.e., PHQ-A item 8) were not associated with keystroke timing or frequency. However, higher appetite symptoms (i.e., PHQ-A item 5) were associated with faster down-down time and a greater number of total key presses. Symptoms of anhedonia (i.e., PHA item 1) showed non-linear associations with keystroke features. The results do not support a relationship between psychomotor symptoms and typing behaviour in adolescents. However, appetite-related symptoms were associated with faster and more frequent typing. Further research into the relationship between typing behaviour and mental health in young people is warranted. Clinical Trial Registry: ACTRN12619000855123.</p>","PeriodicalId":520008,"journal":{"name":"NPP-digital psychiatry and neuroscience","volume":"3 1","pages":"14"},"PeriodicalIF":0.0000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12173933/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"NPP-digital psychiatry and neuroscience","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1038/s44277-025-00033-0","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/6/18 0:00:00","PubModel":"Epub","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Typing behaviour derived from smartphone keystroke metadata is an emerging digital phenotype that may assist in diagnosing and monitoring depressive symptoms. While psychomotor agitation and slowing have been hypothesised as depressive symptoms that may influence typing behaviour, no studies have directly tested this assumption. Here, we tested whether specific depressive symptoms were associated with various keystroke features of typing behaviour in adolescents. Adolescents from an Australian cohort study (n = 895) completed a typing task on their smartphones. Common features of keystroke timing (i.e., median, dwell, interval, latency, down-down time, and up-up time) and frequency (i.e., total keystrokes, backspaces, spaces, backspace ratio, and spaces ratio) were extracted. Depressive symptoms were assessed using the Patient Health Questionnaire-Adolescent version (PHQ-A). Multiple linear regression models were used to test associations between symptom items and keystroke features. Non-linear effects and moderating effects of sex were also explored. Psychomotor symptoms (i.e., PHQ-A item 8) were not associated with keystroke timing or frequency. However, higher appetite symptoms (i.e., PHQ-A item 5) were associated with faster down-down time and a greater number of total key presses. Symptoms of anhedonia (i.e., PHA item 1) showed non-linear associations with keystroke features. The results do not support a relationship between psychomotor symptoms and typing behaviour in adolescents. However, appetite-related symptoms were associated with faster and more frequent typing. Further research into the relationship between typing behaviour and mental health in young people is warranted. Clinical Trial Registry: ACTRN12619000855123.

Abstract Image

Abstract Image

Abstract Image

挖掘真相:对青少年观察队列中精神运动症状和分型行为的探索性横断面分析。
来自智能手机击键元数据的打字行为是一种新兴的数字表型,可能有助于诊断和监测抑郁症状。虽然精神运动性激动和慢速被假设为可能影响打字行为的抑郁症状,但没有研究直接验证这一假设。在这里,我们测试了特定的抑郁症状是否与青少年打字行为的各种击键特征有关。澳大利亚一项队列研究的青少年(n = 895)在智能手机上完成了一项打字任务。提取了击键时间(即中位数、停留时间、间隔、延迟、下-下时间和上-上时间)和频率(即总击键次数、退格、空格、退格比率和空格比率)的共同特征。使用患者健康问卷-青少年版(PHQ-A)评估抑郁症状。采用多元线性回归模型检验症状项与击键特征之间的关系。研究还探讨了性别的非线性效应和调节效应。精神运动症状(即PHQ-A项目8)与击键时间或频率无关。然而,更高的食欲症状(即PHQ-A项5)与更快的下-下时间和更多的总按键次数相关。快感缺乏的症状(即PHA项目1)与击键特征呈非线性关联。结果不支持青少年精神运动症状和打字行为之间的关系。然而,与食欲相关的症状与打字速度更快、更频繁有关。有必要进一步研究青少年打字行为与心理健康之间的关系。临床试验注册:ACTRN12619000855123。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书