Cargando…

Detecting depression of Chinese microblog users via text analysis: Combining Linguistic Inquiry Word Count (LIWC) with culture and suicide related lexicons

INTRODUCTION: In recent years, research has used psycholinguistic features in public discourse, networking behaviors on social media and profile information to train models for depression detection. However, the most widely adopted approach for the extraction of psycholinguistic features is to use t...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lyu, Sihua, Ren, Xiaopeng, Du, Yihua, Zhao, Nan
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2023
Materias:	Psychiatry
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947407/ https://www.ncbi.nlm.nih.gov/pubmed/36846219 http://dx.doi.org/10.3389/fpsyt.2023.1121583

Ejemplares similares

Performing Multilingual Analysis With Linguistic Inquiry and Word Count 2015 (LIWC2015). An Equivalence Study of Four Languages
por: Dudău, Diana Paula, et al.
Publicado: (2021)

Automatic Construction of a Depression-Domain Lexicon Based on Microblogs: Text Mining Study
por: Li, Genghao, et al.
Publicado: (2020)

Development of the Japanese Version of the Linguistic Inquiry and Word Count Dictionary 2015
por: Igarashi, Tasuku, et al.
Publicado: (2022)

Identification of Emotional Expression With Cancer Survivors: Validation of Linguistic Inquiry and Word Count
por: McDonnell, Michelle, et al.
Publicado: (2020)

LIWCs the Same, Not the Same: Gendered Linguistic Signals of Performance and Experience in Online STEM Courses
por: Lin, Yiwen, et al.
Publicado: (2020)

Identifying Chinese Microblog Users With High Suicide Probability Using Internet-Based Profile and Linguistic Features: Classification Model
por: Guan, Li, et al.
Publicado: (2015)

Early-stage pregnancy recognition on microblogs: Machine learning and lexicon-based approaches
por: Sarsam, Samer Muthana, et al.
Publicado: (2023)

Attitudes towards suicide attempts broadcast on social media: an exploratory study of Chinese microblogs
por: Li, Ang, et al.
Publicado: (2015)

Evaluating the Validity of Simplified Chinese Version of LIWC in Detecting Psychological Expressions in Short Texts on Social Network Services
por: Zhao, Nan, et al.
Publicado: (2016)

Suicide Communication on Social Media and Its Psychological Mechanisms: An Examination of Chinese Microblog Users
por: Cheng, Qijin, et al.
Publicado: (2015)

How an Interest in Mindfulness Influences Linguistic Markers in Online Microblogging Discourse
por: Rivera, Clara Eugenia, et al.
Publicado: (2023)

An Effective News Recommendation Method for Microblog User
por: Gu, Wanrong, et al.
Publicado: (2014)

Promotion and prevention regulatory focus LIWC dictionary. Polish adaptation and validation
por: Marszałek, Magdalena, et al.
Publicado: (2023)

Predicting life satisfaction based on the emotion words in self-statement texts
por: Song, Mengyao, et al.
Publicado: (2023)

Automatic anxiety recognition method based on microblog text analysis
por: Yu, Yang, et al.
Publicado: (2023)

From Underground to Mainstream: Establishing a Medical Lexicon for Psychedelic Therapy
por: Beswerchij, Andrew, et al.
Publicado: (2022)

Designing Microblog Direct Messages to Engage Social Media Users With Suicide Ideation: Interview and Survey Study on Weibo
por: Tan, Ziying, et al.
Publicado: (2017)

Combining Character and Word Embeddings for Affect in Arabic Informal Social Media Microblogs
por: Alharbi, Abdullah I., et al.
Publicado: (2020)

A Suicide Monitoring and Crisis Intervention Strategy Based on Knowledge Graph Technology for “Tree Hole” Microblog Users in China
por: Yang, Bing Xiang, et al.
Publicado: (2021)

Suicide Prevention Mobile Apps for Indian Users: An Overview
por: Sudarshan, Sindhuja, et al.
Publicado: (2021)

Emotion Analysis Model of Microblog Comment Text Based on CNN-BiLSTM
por: Li, Aichuan, et al.
Publicado: (2022)

The construction of Chinese microblog gender-specific thesauruses and user gender classification
por: Zhu, Zhiliang, et al.
Publicado: (2018)

Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition
por: Shen, Juan, et al.
Publicado: (2022)

Augmenting Semantic Lexicons Using Word Embeddings and Transfer Learning
por: Alshaabi, Thayer, et al.
Publicado: (2022)

Evidence for a Spoken Word Lexicon in the Auditory Ventral Stream
por: Damera, Srikanth R., et al.
Publicado: (2023)

Longitudinal Patterns of Suicidality Among Heroin Users in Johannesburg, South Africa: A Need for Suicide Screening and Intervention
por: Morgan, Nirvana, et al.
Publicado: (2022)

A word-count approach to analyze linguistic patterns in the reflective writings of medical students
por: Lin, Chi-Wei, et al.
Publicado: (2016)

Microblog Topic-Words Detection Model for Earthquake Emergency Responses Based on Information Classification Hierarchy
por: Su, Xiaohui, et al.
Publicado: (2021)

Retracted: Emotion Analysis Model of Microblog Comment Text Based on CNN-BiLSTM
por: Intelligence and Neuroscience, Computational
Publicado: (2023)

Words Don't Come Easy: How Male Prisoners' Difficulties Identifying and Discussing Feelings Relate to Suicide and Violence
por: Hemming, Laura, et al.
Publicado: (2020)

Whole-Word Phonological Representations of Disyllabic Words in the Chinese Lexicon: Data From Acquired Dyslexia
por: Law, Sam-Po, et al.
Publicado: (2005)

Exploratory Search on Twitter Utilizing User Feedback and Multi-Perspective Microblog Analysis
por: Zilincik, Michal, et al.
Publicado: (2013)

Words matter: towards a new lexicon for ‘nontechnical skills’ training
por: Murphy, Paul, et al.
Publicado: (2019)

A machine learning approach to identifying suicide risk among text-based crisis counseling encounters
por: Broadbent, Meghan, et al.
Publicado: (2023)

Moral Psychopharmacology Needs Moral Inquiry: The Case of Psychedelics
por: Langlitz, Nicolas, et al.
Publicado: (2021)

A Vest-Pocket Medical Lexicon: Collated from the Best Authorities, with the Addition of New Words Not before Introduced into a Lexicon. With an Appendix
Publicado: (1867)

Incorporating message format into user evaluation of microblog information credibility: A nonlinear perspective
por: Yin, Chunxiao, et al.
Publicado: (2020)

A Panel Data Analysis of Subjective Well-Being Based on Microblog User Information
por: Li, Shuijin, et al.
Publicado: (2022)

A new perspective on word order preferences: the availability of a lexicon triggers the use of SVO word order
por: Marno, Hanna, et al.
Publicado: (2015)

Detecting Suicide and Self-Harm Discussions Among Opioid Substance Users on Instagram Using Machine Learning
por: Purushothaman, Vidya, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_hg070pbh4a1ml2u65u156tn2c7