Accessibility settings

This paper is in the following e-collection/theme issue:

Reviews on Usage or other Formative Evaluation Metrics (101) Depression and Mood Disorders; Suicide Prevention (2462) Methods and New Tools in Mental Health Research (907) Mass Media/Social Media Communication and Campaigns (797) Mental Health Issues in Adolescence (764) Infoveillance and Social Listening (411) Generative Language Models Including ChatGPT (1524)

Published on in Vol 9 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/63272, first published .
Young man distressed by phone screen, covering face with hand

Improving Suicidal Ideation Detection in Social Media Posts: Topic Modeling and Synthetic Data Augmentation Approach

Improving Suicidal Ideation Detection in Social Media Posts: Topic Modeling and Synthetic Data Augmentation Approach

Authors of this article:

Hamideh Ghanadian1 Author Orcid Image ;   Isar Nejadgholi2 Author Orcid Image ;   Hussein Al Osman1 Author Orcid Image
Article Authors Cited by (4) Tweetations Metrics

Journals

  1. Crocamo C. Rethinking artificial intelligence in psychiatry and mental healthcare: distinct needs, converging goals. BJPsych Advances 2026;32(3):176 View

Books/Policy Documents

  1. Jafri S, Ghazali R, Nafis N, Yaacob S, Hayat S, Javid I. Recent Advances on Soft Computing and Data Mining. View

Conference Proceedings

  1. Naruka P, Syed S, Shukla M, Ladva V, Dholakia N. 2026 IEEE International Students' Conference on Electrical, Electronics and Computer Science (SCEECS). Emotion-Enriched Hybrid BERT for Depression and Anxiety Detection on Reddit: GoEmotions-Augmented Multi-Class Modeling View
  2. Phaltankar V, Sawant N, Shelke V, Shigvan V, Wayal R. 2026 International Conference on Communication, Computing and Emerging Technologies (IC3ET). MindCare: Mental Health Analysis and Prevention Recommendation System – A Review View