JOURNAL OF COMMUNICATION, LANGUAGE AND CULTURE

Review Open access Jul 2026

From Conversations to Insights: Analysing Social Networks for Early Mental Health Detection - A Systematic Review of Causal Inference and Deep Learning

It was identified that AI continues to significantly outperform humans in terms of accuracy, efficiency, and early intervention for mental health detection.

U. Nazir, Nur Shazwani Kamarudin, Mazlina Abdul Majid · Journal of Communication, La... · 0 citations

Review Jul 2026

Mental Health Disorder Detection Beyond Social Media: A Systematic Review of Available Datasets

It is found that non-social media free-text based datasets are predominantly focused on English and on detecting depression, and this first comprehensive review of non-social media, free-text datasets for mental health research is presented.

Sadiya Sayara Chowdhury Puspo, Ana-Maria Bucur, Stevie Chancellor et al. · 2 citations

Open access 2026

Detection of Anxiety and Depression from Social Media Text Using Natural Language Processing

A comprehensive Natural Language Processing (NLP) pipeline for detecting linguistic correlates of anxiety and depression from social media text, a task distinct from clinical diagnosis is presented.

Muhammad Azhar, Adeen Amjad, Bilal Hussain et al. · International Conference on... · 0 citations

Review

The African Journal of Information Systems The African

The findings reveal that social media usage exacerbates mental health issues such as depression, anxiety, fear of missing out (FOMO), social and financial comparisons, and educating users on healthy social media habits and the early signs of mental health distress is critical.

R. Paper, Ebrahim Timol, Kebashnee Moodley · 0 citations

Open access Aug 2026

AI-Based Assessment of Mental Health Status in College Students through Social Network Data Analysis

AI-based analysis of social network data provides an effective, non-invasive method for assessing college students' mental health status, offering significant potential for improving mental health monitoring and prevention strategies in educational settings.

Yin Zhi, Wang-Yang Ma, Guo-Wei Yang et al. · Schizophrenia bulletin · 0 citations

Conference Jul 2026

A Web-Based Mental Health Assessment Framework using Natural Language Processing Techniques

Mental illnesses like depression, anxiety, stress, and so on have become more widespread, and this has necessitated the availability of assessment tools that are readily available, scalable, and automated. The paper will offer a web-based mental health risk assessment system that utilizes the latest technology of Natur...

D. D, S. S, L. K et al. · 2026 4th International Confe... · 0 citations