"Help! I need some music!": Analysing music discourse & depression on Reddit
Individuals choose varying music listening strategies to fulfill particular mood-regulation goals. However, ineffective musical choices and a lack of cognizance of the effects thereof can be detrimental to their well-being and may lead to adverse outcomes like anxiety or depression. In our study, we...
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| Veröffentlicht in: | PloS one 2023-07, Vol.18 (7), p.e0287975-e0287975 |
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| creator | Singh, Bhavyajeet Vaswani, Kunal Paruchuri, Sreeharsha Saarikallio, Suvi Kumaraguru, Ponnurangam Alluri, Vinoo |
| description | Individuals choose varying music listening strategies to fulfill particular mood-regulation goals. However, ineffective musical choices and a lack of cognizance of the effects thereof can be detrimental to their well-being and may lead to adverse outcomes like anxiety or depression. In our study, we use the social media platform Reddit to perform a large-scale analysis to unearth the several music-mediated mood-regulation goals that individuals opt for in the context of depression. A mixed-methods approach involving natural language processing techniques followed by qualitative analysis was performed on all music-related posts to identify the various music-listening strategies and group them into healthy and unhealthy associations. Analysis of the music content (acoustic features and lyrical themes) accompanying healthy and unhealthy associations showed significant differences. Individuals resorting to unhealthy strategies gravitate towards low-valence tracks. Moreover, lyrical themes associated with unhealthy strategies incorporated tracks with low optimism, high blame, and high self-reference. Our findings demonstrate that being mindful of the objectives of using music, the subsequent effects thereof, and aligning both for well-being outcomes is imperative for comprehensive understanding of the effectiveness of music. |
| doi_str_mv | 10.1371/journal.pone.0287975 |
| format | Article |
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I need some music!": Analysing music discourse & depression on Reddit</title><source>DOAJ Directory of Open Access Journals</source><source>Public Library of Science (PLoS) Journals Open Access</source><source>EZB-FREE-00999 freely available EZB journals</source><source>PubMed Central</source><source>Free Full-Text Journals in Chemistry</source><creator>Singh, Bhavyajeet ; Vaswani, Kunal ; Paruchuri, Sreeharsha ; Saarikallio, Suvi ; Kumaraguru, Ponnurangam ; Alluri, Vinoo</creator><contributor>Ptaszynski, Michal</contributor><creatorcontrib>Singh, Bhavyajeet ; Vaswani, Kunal ; Paruchuri, Sreeharsha ; Saarikallio, Suvi ; Kumaraguru, Ponnurangam ; Alluri, Vinoo ; Ptaszynski, Michal</creatorcontrib><description>Individuals choose varying music listening strategies to fulfill particular mood-regulation goals. However, ineffective musical choices and a lack of cognizance of the effects thereof can be detrimental to their well-being and may lead to adverse outcomes like anxiety or depression. In our study, we use the social media platform Reddit to perform a large-scale analysis to unearth the several music-mediated mood-regulation goals that individuals opt for in the context of depression. A mixed-methods approach involving natural language processing techniques followed by qualitative analysis was performed on all music-related posts to identify the various music-listening strategies and group them into healthy and unhealthy associations. Analysis of the music content (acoustic features and lyrical themes) accompanying healthy and unhealthy associations showed significant differences. Individuals resorting to unhealthy strategies gravitate towards low-valence tracks. Moreover, lyrical themes associated with unhealthy strategies incorporated tracks with low optimism, high blame, and high self-reference. Our findings demonstrate that being mindful of the objectives of using music, the subsequent effects thereof, and aligning both for well-being outcomes is imperative for comprehensive understanding of the effectiveness of music.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0287975</identifier><identifier>PMID: 37471415</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Biology and Life Sciences ; Care and treatment ; Coping ; Data collection ; Depression, Mental ; Emotional regulation ; Emotions ; Listening ; Loneliness ; Medicine and Health Sciences ; Mental depression ; Mood ; Music ; Music and youth ; Music therapy ; Natural language processing ; Physical Sciences ; Prevention ; Psychological aspects ; Qualitative analysis ; Social Sciences ; Teenagers ; User behavior ; Well being ; Youth</subject><ispartof>PloS one, 2023-07, Vol.18 (7), p.e0287975-e0287975</ispartof><rights>Copyright: © 2023 Singh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2023 Public Library of Science</rights><rights>2023 Singh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2023 Singh et al 2023 Singh et al</rights><rights>2023 Singh et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 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A mixed-methods approach involving natural language processing techniques followed by qualitative analysis was performed on all music-related posts to identify the various music-listening strategies and group them into healthy and unhealthy associations. Analysis of the music content (acoustic features and lyrical themes) accompanying healthy and unhealthy associations showed significant differences. Individuals resorting to unhealthy strategies gravitate towards low-valence tracks. Moreover, lyrical themes associated with unhealthy strategies incorporated tracks with low optimism, high blame, and high self-reference. 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| subjects | Biology and Life Sciences Care and treatment Coping Data collection Depression, Mental Emotional regulation Emotions Listening Loneliness Medicine and Health Sciences Mental depression Mood Music Music and youth Music therapy Natural language processing Physical Sciences Prevention Psychological aspects Qualitative analysis Social Sciences Teenagers User behavior Well being Youth |
| title | "Help! I need some music!": Analysing music discourse & depression on Reddit |
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