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2024	Machine Learning for Multimodal Mental Health Detection: A Systematic Review of Passive Sensing Approaches Sensors Lin Sze Khoo, Mei Kuan Lim, Chun Yong Chong, Roisin McNaney
2024	Applying explainable artificial intelligence methods to models for diagnosing personal traits and cognitive abilities by social network data Scientific Reports Anastasia S. Panfilova, Denis Yu. Turdakov
2024	Uncovering the heterogeneous effects of depression on suicide risk conditioned by linguistic features: A double machine learning approach Computers in Human Behavior Sijia Li, Wei Pan, Paul Siu Fai Yip, Jing Wang, Wenwei Zhou, Tingshao Zhu
2023	Detecting depression of Chinese microblog users via text analysis: Combining Linguistic Inquiry Word Count (LIWC) with culture and suicide related lexicons Frontiers in Psychiatry Sihua Lyu, Xiaopeng Ren, Yihua Du, Nan Zhao
2023	Detecting Mental Distresses Using Social Behavior Analysis in the Context of COVID-19: A Survey ACM Computing Surveys Sahraoui Dhelim, Liming Chen, Sajal K. Das, Huansheng Ning, Chris Nugent, Gerard Leavey, Dirk Pesch, Eleanor Bantry-White, Devin Burns
2023	Linguistic Analysis for Identifying Depression and Subsequent Suicidal Ideation on Weibo: Machine Learning Approaches International Journal of Environmental Research and Public Health Wei Pan, Xianbin Wang, Wenwei Zhou, Bowen Hang, Liwen Guo
2023	Deep learning model with multi-feature fusion and label association for suicide detection Multimedia Systems Zepeng Li, Wenchuan Cheng, Jiawei Zhou, Zhengyi An, Bin Hu
2023	Sensing Psychological Well-being Using Social Media Language: Prediction Model Development Study Journal of Medical Internet Research Nuo Han, Sijia Li, Feng Huang, Yeye Wen, Xiaoyang Wang, Xiaoqian Liu, Linyan Li, Tingshao Zhu
2023	MHA: a multimodal hierarchical attention model for depression detection in social media Health Information Science and Systems Zepeng Li, Zhengyi An, Wenchuan Cheng, Jiawei Zhou, Fang Zheng, Bin Hu
2023	The Relationship between Exercise Behavior and Mental Health during the COVID-19 Epidemic: Research Based on the Weibo Exercise Behavior User Dictionary Current Psychology Peng Wang, Jun Wang, Xiqing Yuan, Shuqi Yang, Xiao Wang, Yu Sun, Chong Ma, Wenxuan Li, Shuying Fu
2023	Deep Learning in Personalized Healthcare and Decision Support Ramin Safa, S.A. Edalatpanah, Ali Sorourkhah
2023	How social media expression can reveal personality Frontiers in Psychiatry Nuo Han, Sijia Li, Feng Huang, Yeye Wen, Yue Su, Linyan Li, Xiaoqian Liu, Tingshao Zhu
2022	Detecting Suicidal Ideation in Social Media: An Ensemble Method Based on Feature Fusion International Journal of Environmental Research and Public Health Jingfang Liu, Mengshi Shi, Huihong Jiang
2022	Establishment and psychometric characteristics of emotional words list for suicidal risk assessment in speech emotion recognition Frontiers in Psychiatry Juan Shen, Shuo Zhang, Yongsheng Tong, Xiangmin Dong, Xuelian Wang, Guanghui Fu, Liting Zhao, Mengjie Wu, Yi Yin, Yuehua Wang, Nancy H. Liu, Jianlan Wu, Jianqiang Li
2022	Suicide Possibility Scale Detection via Sina Weibo Analytics: Preliminary Results International Journal of Environmental Research and Public Health Yun Gu, Deyuan Chen, Xiaoqian Liu
2022	Exploring emotion differences in tourist attractions based on online travel notes: a case study in Nanjing, China Asia Pacific Journal of Tourism Research Ling Ruan, Bing Song, Zhenfang Huang, Yi Long, Ling Zhang
2022	Detecting Suicide Ideation in the Online Environment: A Survey of Methods and Challenges IEEE Transactions on Computational Social Systems Xinyuan Xu
2022	Mental Health in a Digital World Akkapon Wongkoblap, Miguel A. Vadillo, Vasa Curcin
2022	The Impact of Mortality Salience, Negative Emotions and Cultural Values on Suicidal Ideation in COVID-19: A Conditional Process Model International Journal of Environmental Research and Public Health Feng Huang, Sijia Li, Dongqi Li, Meizi Yang, Huimin Ding, Yazheng Di, Tingshao Zhu
2022	Exploring the Suicide Mechanism Path of High-Suicide-Risk Adolescents—Based on Weibo Text Analysis International Journal of Environmental Research and Public Health Liuling Mo, He Li, Tingshao Zhu
2022	Building and Using Personal Knowledge Graph to Improve Suicidal Ideation Detection on Social Media IEEE Transactions on Multimedia Lei Cao, Huijun Zhang, Ling Feng
2022	Prediction model of interaction anxiousness based on Weibo data Frontiers in Public Health Yilin Wang, Nan Zhao
2022	Natural language processing applied to mental illness detection: a narrative review npj Digital Medicine Tianlin Zhang, Annika M. Schoene, Shaoxiong Ji, Sophia Ananiadou
2022	Linguistic features of suicidal thoughts and behaviors: A systematic review Clinical Psychology Review Stephanie Homan, Marion Gabi, Nina Klee, Sandro Bachmann, Ann-Marie Moser, Martina Duri', Sofia Michel, Anna-Marie Bertram, Anke Maatz, Guido Seiler, Elisabeth Stark, Birgit Kleim
2022	Exploring the Risk of Suicide in Real Time on Spanish Twitter: Observational Study JMIR Public Health and Surveillance Claudia García-Martínez, Bárbara Oliván-Blázquez, Javier Fabra, Ana Belén Martínez-Martínez, María Cruz Pérez-Yus, Yolanda López-Del-Hoyo
2022	Mental Health in a Digital World John Luo, Kevin Ing
2021	Multifeature Fusion Attention Network for Suicide Risk Assessment Based on Social Media: Algorithm Development and Validation JMIR Medical Informatics Jiacheng Li, Shaowu Zhang, Yijia Zhang, Hongfei Lin, Jian Wang
2021	Influential Path of Social Risk Factors toward Suicidal Behavior—Evidence from Chinese Sina Weibo Users 2013–2018 International Journal of Environmental Research and Public Health Yujin Han, He Li, Yunyu Xiao, Ang Li, Tingshao Zhu
2021	Using Social Media for Mental Health Surveillance ACM Computing Surveys Ruba Skaik, Diana Inkpen
2021	Suicidal Ideation Risk and Socio-Cultural Factors in China: A Longitudinal Study on Social Media from 2010 to 2018 International Journal of Environmental Research and Public Health He Li, Yujin Han, Yunyu Xiao, Xingyun Liu, Ang Li, Tingshao Zhu
2021	Information and Communication Technology Use in Suicide Prevention: Scoping Review Journal of Medical Internet Research Jessica Rassy, Cécile Bardon, Luc Dargis, Louis-Philippe Côté, Laurent Corthésy-Blondin, Carl-Maria Mörch, Réal Labelle
2020	Suicidal Ideation Cause Extraction From Social Texts IEEE Access Dexi Liu, Qi Fu, Changxuan Wan, Xiping Liu, Tengjiao Jiang, Guoqiong Liao, Xiangqing Qiu, Renqiang Liu
2019	Lecture Notes in Computer Science Yan Huang, Xiaoqian Liu, Tingshao Zhu
2019	Social Media and Suicide: A Review of Technology-Based Epidemiology and Risk Assessment Telemedicine and e-Health Ali Pourmand, Jeffrey Roberson, Amy Caggiula, Natalia Monsalve, Murwarit Rahimi, Vanessa Torres-Llenza
2019	Differences between medically treated and untreated non-fatal self-harm reported by hotline callers in China PeerJ Yongsheng Tong, Yi Yin, Nancy H. Liu
2018	A Study of Users with Suicidal Ideation on Sina Weibo Telemedicine and e-Health Zheng Wang, Guang Yu, Xianyun Tian, Jingyun Tang, Xiangbin Yan
2018	#europehappinessmap: A Framework for Multi-Lingual Sentiment Analysis via Social Media Big Data (A Twitter Case Study) Information Mustafa Coşkun, Meltem Ozturan
2018	Leveraging the Web and Social Media to Promote Access to Care Among Suicidal Individuals Frontiers in Psychology Charles-Edouard Notredame, Pierre Grandgenèvre, Nathalie Pauwels, Margot Morgiève, Marielle Wathelet, Guillaume Vaiva, Monique Séguin
2017	Assessing Suicide Risk and Emotional Distress in Chinese Social Media: A Text Mining and Machine Learning Study Journal of Medical Internet Research Qijin Cheng, Tim MH Li, Chi-Leung Kwok, Tingshao Zhu, Paul SF Yip
2017	Researching Mental Health Disorders in the Era of Social Media: Systematic Review Journal of Medical Internet Research Akkapon Wongkoblap, Miguel A Vadillo, Vasa Curcin
2017	2017 IEEE International Conference on Healthcare Informatics (ICHI) Xiaolei Huang, Linzi Xing, Jed R. Brubaker, Michael J. Paul
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