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基于孤独感和社会隔离对智能手机按键动态的日常模式进行调查。

Investigation of daily patterns for smartphone keystroke dynamics based on loneliness and social isolation.

作者信息

Lim Seokbeen, Kim Chaeyeon, Cho Baek Hwan, Choi Soo-Hee, Lee Hyeongrae, Jang Dong Pyo

机构信息

Dept. of Biomedical Engineering, Hanyang University, Seoul, Republic of Korea.

Dept. of Electronic Engineering, Hanyang University, Seoul, Republic of Korea.

出版信息

Biomed Eng Lett. 2023 Nov 22;14(2):235-243. doi: 10.1007/s13534-023-00337-0. eCollection 2024 Mar.

Abstract

This study examined the relationship between loneliness levels and daily patterns of mobile keystroke dynamics in healthy individuals. Sixty-six young healthy Koreans participated in the experiment. Over five weeks, the participants used a custom Android keyboard. We divided the participants into four groups based on their level of loneliness (, , , and ). The group demonstrated significantly higher typing counts during sleep time than the other three groups (one-way ANOVA, = 3.75, < 0.05). In addition, the average cosine similarity value of weekday and weekend typing patterns in the group was higher than that in the group (Welch's -test, = 2.27, < 0.05). This meant that the group's weekday and weekend typing patterns varied, whereas the group's weekday and weekend typing patterns did not. Our results indicated that individuals with very high levels of loneliness tended to use mobile keyboards during late-night hours and did not significantly change their smartphone usage behavior between weekdays and weekends. These findings suggest that mobile keystroke dynamics have the potential to be used for the early detection of loneliness and the development of targeted interventions.

摘要

本研究调查了健康个体的孤独程度与日常手机按键动态模式之间的关系。66名年轻健康的韩国人参与了该实验。在五周的时间里,参与者使用一款定制的安卓键盘。我们根据参与者的孤独程度将他们分为四组(轻度、中度、重度和极重度)。极重度孤独组在睡眠时间的打字次数显著高于其他三组(单因素方差分析,F = 3.75,p < 0.05)。此外,极重度孤独组工作日和周末打字模式的平均余弦相似度值高于轻度孤独组(韦尔奇t检验,t = 2.27,p < 0.05)。这意味着极重度孤独组工作日和周末的打字模式有所不同,而轻度孤独组则没有。我们的结果表明,孤独程度极高的个体倾向于在深夜使用手机键盘,并且在工作日和周末之间没有显著改变他们的智能手机使用行为。这些发现表明,手机按键动态模式有可能用于孤独感的早期检测和针对性干预措施的开发。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/90c8/10874350/e42e6ad7b71a/13534_2023_337_Fig1_HTML.jpg

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