Machine Learning Approaches for Mental Illness Detection on Social Media: A Systematic Review of Biases and Methodological Challenges

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Machine Learning Approaches for Mental Illness Detection on Social Media: A Systematic Review of Biases and Methodological Challenges

21 October 2024

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Papers citing "Machine Learning Approaches for Mental Illness Detection on Social Media: A Systematic Review of Biases and Methodological Challenges"

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Title
JiraiBench: A Bilingual Benchmark for Evaluating Large Language Models' Detection of Human Self-Destructive Behavior Content in Jirai Community Yunze Xiao Tingyu He Lionel Z. Wang Yiming Ma Xingyu Song Xiaohang Xu Irene Li Ka Chung Ng 72 0 0 27 Mar 2025
Efficient or Powerful? Trade-offs Between Machine Learning and Deep Learning for Mental Illness Detection on Social Media Zhanyi Ding Zhongyan Wang Yeyubei Zhang Yuchen Cao Yunchong Liu Xiaorui Shen Yexin Tian Jianglai Dai AI4MH 111 2 0 03 Mar 2025
MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare Shaoxiong Ji Tianlin Zhang Luna Ansari Jie Fu Prayag Tiwari Min Zhang VLM AI4MH 65 230 0 29 Oct 2021
COVID-19 sentiment analysis via deep learning during the rise of novel cases Rohitash Chandra Aswin Krishna 58 97 0 05 Apr 2021
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 170 2,100 0 30 Jul 2020
How Do You #relax When You're #stressed? A Content Analysis and Infodemiology Study of Stress-Related Tweets S. Doan Amanda Ritchart Nicholas Perry Juan D. Chaparro Mike Conway 8 27 0 21 Nov 2019
NegBERT: A Transfer Learning Approach for Negation Detection and Scope Resolution Aditya P. Khandelwal S. Sawant 43 84 0 11 Nov 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Tunability: Importance of Hyperparameters of Machine Learning Algorithms Philipp Probst B. Bischl A. Boulesteix 60 616 0 26 Feb 2018
Deep contextualized word representations Matthew E. Peters Mark Neumann Mohit Iyyer Matt Gardner Christopher Clark Kenton Lee Luke Zettlemoyer NAI 214 11,556 0 15 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Hyperparameter Search in Machine Learning Marc Claesen B. De Moor 63 440 0 07 Feb 2015