Explainable AI-based suicidal and non-suicidal ideations detection from social media text with enhanced ensemble technique

Explainable AI-based suicidal and non-suicidal ideations detection from social media text with enhanced ensemble technique

Abstract This research presents a novel framework for distinguishing between actual and non-suicidal ideation in social media interactions using an ensemble technique. The prompt identification of sentiments on social networking platforms is crucial for timely intervention serving as a key tactic in...

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Bibliographic Details
Main Authors: Daniyal Alghazzawi, Hayat Ullah, Naila Tabassum, Sahar K. Badri, Muhammad Zubair Asghar
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Machine learning
Suicidal ideation
Social media text
Ensemble models
Explainable AI
Online Access:https://doi.org/10.1038/s41598-024-84275-6
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https://doi.org/10.1038/s41598-024-84275-6

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