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Looking for Razors and Needles in a Haystack: Multifaceted Analysis of Suicidal Declarations on Social Media—A Pragmalinguistic Approach
https://kitami-it.repo.nii.ac.jp/records/2000448
https://kitami-it.repo.nii.ac.jp/records/2000448be9704f7-33c7-4b3b-aefb-e0418d29da3c
| 名前 / ファイル | ライセンス | アクション |
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ijerph-18-11759-v2.pdf (1 MB)
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| Item type | 学術雑誌論文 / Journal Article(1) | |||||||||||||||||||||||||||||||||||||||
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| 公開日 | 2023-07-25 | |||||||||||||||||||||||||||||||||||||||
| タイトル | ||||||||||||||||||||||||||||||||||||||||
| タイトル | Looking for Razors and Needles in a Haystack: Multifaceted Analysis of Suicidal Declarations on Social Media—A Pragmalinguistic Approach | |||||||||||||||||||||||||||||||||||||||
| 言語 | en | |||||||||||||||||||||||||||||||||||||||
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| 言語 | eng | |||||||||||||||||||||||||||||||||||||||
| 資源タイプ | ||||||||||||||||||||||||||||||||||||||||
| 資源 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||||||||||||||||||||||||
| タイプ | journal article | |||||||||||||||||||||||||||||||||||||||
| アクセス権 | ||||||||||||||||||||||||||||||||||||||||
| アクセス権 | open access | |||||||||||||||||||||||||||||||||||||||
| アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||||||||||||||||||||||||||||||||||
| 著者 |
Michal Ptaszynski
× Michal Ptaszynski
× Monika Zasko-Zielinska
× Michal Marcinczuk
× Gniewosz Leliwa
× Marcin Fortuna
× Kamil Soliwoda
× Ida Dziublewska
× Olimpia Hubert
× Pawel Skrzek
× Jan Piesiewicz
× Paula Karbowska
× Maria Dowgiallo
× Juuso Eronen
× Patrycja Tempska
× Maciej Brochocki
× Marek Godny
× Michal Wroczynski
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| 抄録 | ||||||||||||||||||||||||||||||||||||||||
| 内容記述タイプ | Abstract | |||||||||||||||||||||||||||||||||||||||
| 内容記述 | In this paper, we study language used by suicidal users on Reddit social media platform. To do that, we firstly collect a large-scale dataset of Reddit posts and annotate it with highly trained and expert annotators under a rigorous annotation scheme. Next, we perform a multifaceted analysis of the dataset, including: (1) the analysis of user activity before and after posting a suicidal message, and (2) a pragmalinguistic study on the vocabulary used by suicidal users. In the second part of the analysis, we apply LIWC, a dictionary-based toolset widely used in psychology and linguistic research, which provides a wide range of linguistic category annotations on text. However, since raw LIWC scores are not sufficiently reliable, or informative, we propose a procedure to decrease the possibility of unreliable and misleading LIWC scores leading to misleading conclusions by analyzing not each category separately, but in pairs with other categories. The analysis of the results supported the validity of the proposed approach by revealing a number of valuable information on the vocabulary used by suicidal users and helped to pin-point false predictors. For example, we were able to specify that death-related words, typically associated with suicidal posts in the majority of the literature, become false predictors, when they co-occur with apostrophes, even in high-risk subreddits. On the other hand, the category-pair based disambiguation helped to specify that death becomes a predictor only when co-occurring with future-focused language, informal language, discrepancy, or 1st person pronouns. The promising applicability of the approach was additionally analyzed for its limitations, where we found out that although LIWC is a useful and easily applicable tool, the lack of any contextual processing makes it unsuitable for application in psychological and linguistic studies. We conclude that disadvantages of LIWC can be easily overcome by creating a number of high-performance AI-based classifiers trained for annotation of similar categories as LIWC, which we plan to pursue in future work. | |||||||||||||||||||||||||||||||||||||||
| 言語 | en | |||||||||||||||||||||||||||||||||||||||
| 書誌情報 |
en : International Journal of Environmental Research and Public Health 巻 18, 号 22, p. 11759-11759 |
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| 識別子タイプ | DOI | |||||||||||||||||||||||||||||||||||||||
| 関連識別子 | https://doi.org/10.3390/ijerph182211759 | |||||||||||||||||||||||||||||||||||||||
| 権利 | ||||||||||||||||||||||||||||||||||||||||
| 言語 | en | |||||||||||||||||||||||||||||||||||||||
| 権利情報 | c2021 by the authors. Licensee MDPI | |||||||||||||||||||||||||||||||||||||||
| 出版者 | ||||||||||||||||||||||||||||||||||||||||
| 出版者 | MDPI | |||||||||||||||||||||||||||||||||||||||
| 言語 | en | |||||||||||||||||||||||||||||||||||||||
| 著者版フラグ | ||||||||||||||||||||||||||||||||||||||||
| 言語 | en | |||||||||||||||||||||||||||||||||||||||
| 値 | publisher | |||||||||||||||||||||||||||||||||||||||
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| 出版タイプ | VoR | |||||||||||||||||||||||||||||||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||||||||||||||||||||||||||
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Michal Ptaszynski, Monika Zasko-Zielinska, Michal Marcinczuk, Gniewosz Leliwa, Marcin Fortuna, Kamil Soliwoda, Ida Dziublewska, Olimpia Hubert, Pawel Skrzek, Jan Piesiewicz, Paula Karbowska, Maria Dowgiallo, Juuso Eronen, Patrycja Tempska, Maciej Brochocki, Marek Godny, Michal Wroczynski, n.d., Looking for Razors and Needles in a Haystack: Multifaceted Analysis of Suicidal Declarations on Social Media—A Pragmalinguistic Approach: MDPI, 11759–11759 p.
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