Relationship Between Doom-scrolling and Mental Health under the Influence of Recommendation Algorithms

Research Article
Open access

Relationship Between Doom-scrolling and Mental Health under the Influence of Recommendation Algorithms

Yuntong Li 1* , Beichen Qiu 2
  • 1 Beijing University of Technology    
  • 2 Beijing Institute of Graphic Communication    
  • *corresponding author liyuntong@emails.bjut.edu.cn
Published on 26 October 2023 | https://doi.org/10.54254/2753-7048/15/20231048
LNEP Vol.15
ISSN (Print): 2753-7056
ISSN (Online): 2753-7048
ISBN (Print): 978-1-83558-055-4
ISBN (Online): 978-1-83558-056-1

Abstract

Doom-scrolling is an entirely new concept in the study of mental health and has attracted considerable societal attention over the past few years. This paper is divided into two studies on the relationship between doom-scrolling and mental health: Study 1 explained how the doom-scrolling phenomenon occurs by analyzing the underlying logic of the social media personalized recommendation algorithm, while in Study 2, 15 items of the Doom-scrolling Scale were confirmed by confirmatory factor analysis. Different reliability coefficients support the scale’s high reliability and prove the scale’s applicability to the target group. In Study 2, it was further explained that there is a significant negative impact relationship between misfortune rolling and mental health of happiness index. The structural equation model shows a significant negative relationship between doom-scrolling and mental health. This pioneering research on doom-scrolling emphasizes the impact of this concept on both individuals and society.

Keywords:

recommendation algorithm, social media, negative emotions, doom-scrolling, mental health

Li,Y.;Qiu,B. (2023). Relationship Between Doom-scrolling and Mental Health under the Influence of Recommendation Algorithms. Lecture Notes in Education Psychology and Public Media,15,148-157.
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References

[1]. Carleton RN. Into the unknown: A review and synthesis of contemporary models involving uncertainty. Journal of Anxiety Disorders. 2016;39:30–43. doi: 10.1016/j.janxdis.2016.02.007.

[2]. Jennings, R. (2020). Doom-scrolling, explained. Vox. Retrieved from https://www.vox.com/the-goods/21547961/doom-scrolling-meaning-definition-what-is-meme. Accessed 7 Apr 2022.

[3]. Wathelet M, Duhem S, Vaiva G, Baubet T, Habran E, Veerapa E, D’Hondt F. Factors associated with mental health disorders among university students in France confined during the COVID-19 pandemic. JAMA Network Open. 2020;3(10):e2025591. doi: 10.1001/jamanetworkopen.2020.25591.

[4]. Sharma, B., Lee, S. S., & Johnson, B. K. (2022). The dark at the end of the tunnel: Doom-scrolling on social media newsfeeds. Technology, Mind, and Behavior, 3(1: Spring 2022). 10.1037/tmb0000059.

[5]. Guo Shaofang. Micromedia News Dissemination Impact Assessment Integrated with Personalized Recommendation Algorithm[J]. Advances in Multimedia,2021,2021.

[6]. Yan Jie,Zeng QingTao,Zhang FuQian. Summary of Recommendation Algorithm Research[J]. Journal of Physics: Conference Series,2021,1754(1).

[7]. Li Chenlong, Qiang Jun. Optimization of collaborative filtering algorithm based on user feature analysis [J]. Journal of Heihe University, 2023,14 (02): 180-182.

[8]. Luo Jie, Wang Li. Comparative study of collaborative filtering algorithms based on users and projects [J]. Intelligent Computers and Applications, 2023,13 (01): 195-197.

[9]. Wang, Y., Hou, Y., Wang, H., Miao, Z., Wu, S., Chen, Q., ... & Yang, M. (2022). A neural corpus indexer for document retrieval. Advances in Neural Information Processing Systems, 35, 25600-25614.

[10]. Liu Yongchuang, Guo Lina, Liu Kun. The validity and reliability of the Warwick Edinburgh Positive Mental Health Scale in the elderly [J]. Chinese Journal of Mental Health, 2016,30 (03): 174-178.

[11]. Zhao Bihua, Guo Junqiao, Zhang Xin, Pan Youlan. The reliability and validity of the Chinese version of the Warwick Edinburgh Positive Mental Health Scale in middle school students [J]. Chinese Journal of clinical psychology.,2019,27(02):286-289+423.DOI:10.16128/j.cnki.1005-3611.2019.02.015.

Cite this article

Li,Y.;Qiu,B. (2023). Relationship Between Doom-scrolling and Mental Health under the Influence of Recommendation Algorithms. Lecture Notes in Education Psychology and Public Media,15,148-157.

Data availability

The datasets used and/or analyzed during the current study will be available from the authors upon reasonable request.

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About volume

Volume title: Proceedings of the 4th International Conference on Educational Innovation and Philosophical Inquiries

ISBN：978-1-83558-055-4(Print) / 978-1-83558-056-1(Online)
Editor：Enrique Mallen, Javier Cifuentes-Faura
Conference website: https://www.iceipi.org/
Conference date: 7 August 2023
Series: Lecture Notes in Education Psychology and Public Media
Volume number: Vol.15
ISSN：2753-7048(Print) / 2753-7056(Online)

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References

[1]. Carleton RN. Into the unknown: A review and synthesis of contemporary models involving uncertainty. Journal of Anxiety Disorders. 2016;39:30–43. doi: 10.1016/j.janxdis.2016.02.007.

[2]. Jennings, R. (2020). Doom-scrolling, explained. Vox. Retrieved from https://www.vox.com/the-goods/21547961/doom-scrolling-meaning-definition-what-is-meme. Accessed 7 Apr 2022.

[3]. Wathelet M, Duhem S, Vaiva G, Baubet T, Habran E, Veerapa E, D’Hondt F. Factors associated with mental health disorders among university students in France confined during the COVID-19 pandemic. JAMA Network Open. 2020;3(10):e2025591. doi: 10.1001/jamanetworkopen.2020.25591.

[4]. Sharma, B., Lee, S. S., & Johnson, B. K. (2022). The dark at the end of the tunnel: Doom-scrolling on social media newsfeeds. Technology, Mind, and Behavior, 3(1: Spring 2022). 10.1037/tmb0000059.

[5]. Guo Shaofang. Micromedia News Dissemination Impact Assessment Integrated with Personalized Recommendation Algorithm[J]. Advances in Multimedia,2021,2021.

[6]. Yan Jie,Zeng QingTao,Zhang FuQian. Summary of Recommendation Algorithm Research[J]. Journal of Physics: Conference Series,2021,1754(1).

[7]. Li Chenlong, Qiang Jun. Optimization of collaborative filtering algorithm based on user feature analysis [J]. Journal of Heihe University, 2023,14 (02): 180-182.

[8]. Luo Jie, Wang Li. Comparative study of collaborative filtering algorithms based on users and projects [J]. Intelligent Computers and Applications, 2023,13 (01): 195-197.

[9]. Wang, Y., Hou, Y., Wang, H., Miao, Z., Wu, S., Chen, Q., ... & Yang, M. (2022). A neural corpus indexer for document retrieval. Advances in Neural Information Processing Systems, 35, 25600-25614.

[10]. Liu Yongchuang, Guo Lina, Liu Kun. The validity and reliability of the Warwick Edinburgh Positive Mental Health Scale in the elderly [J]. Chinese Journal of Mental Health, 2016,30 (03): 174-178.

[11]. Zhao Bihua, Guo Junqiao, Zhang Xin, Pan Youlan. The reliability and validity of the Chinese version of the Warwick Edinburgh Positive Mental Health Scale in middle school students [J]. Chinese Journal of clinical psychology.,2019,27(02):286-289+423.DOI:10.16128/j.cnki.1005-3611.2019.02.015.

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