Using Unsupervised Machine Learning to Model Taiwanese High-School Students' Digital Distraction Profiles Concerning Internet Gaming Disorder

Yu Lin Ho, Chien Chou, Chen Hsuan Liao, Jiun Yu Wu*

*此作品的通信作者

研究成果: Conference contribution同行評審

摘要

Digital distraction is cognitive attention wandering or being directed to digital sources other than the main learning task. Adolescents with digital distractions may also be addicted to Internet gaming or even suffer Internet gaming disorder (IGD), severely harming their physical and mental development and learning performance. Digital distraction is related to low self-esteem, which is one of the antecedents of IGD. Therefore, this study investigates the association between digital distraction and IGD. We collected responses from 793 Taiwanese senior high students. Results showed that students utilize digital devices for entertainment when learning. Two-stage clustering classified students into four groups concerning their digital distraction constructs: perceived attention problems (PAP) and self-regulation strategies (SRS). The IGD-suspected participants were in the groups with strong PAP profile. We found that digital distraction would be associated with IGD. To mitigate IGD, we suggest early digital distraction screening and provide self-regulation strategies for high schoolers to mitigate their attention and IGD issues.

原文English
主出版物標題30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
編輯Sridhar Iyer, Ju-Ling Shih, Ju-Ling Shih, Weiqin Chen, Weiqin Chen, Mas Nida MD Khambari, Mouna Denden, Rwitajit Majumbar, Liliana Cuesta Medina, Shitanshu Mishra, Sahana Murthy, Patcharin Panjaburee, Daner Sun
發行者Asia-Pacific Society for Computers in Education
頁面32-37
頁數6
ISBN(電子)9789869721493
出版狀態Published - 28 11月 2022
事件30th International Conference on Computers in Education Conference, ICCE 2022 - Kuala Lumpur, Malaysia
持續時間: 28 11月 20222 12月 2022

出版系列

名字30th International Conference on Computers in Education Conference, ICCE 2022 - Proceedings
1

Conference

Conference30th International Conference on Computers in Education Conference, ICCE 2022
國家/地區Malaysia
城市Kuala Lumpur
期間28/11/222/12/22

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