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A cloud-based two-layer text classification framework for mental health screening with sarcasm and emoji-aware

R Thamizh Mani1, Vikram Palimar2, Shashank Singh3

  • 1Department of Forensic Medicine and Toxicology, Kasturba Medical College, Manipal Academy of Higher Education, Manipal, India.

Scientific Reports
|June 23, 2026
PubMed
Summary

This study introduces a two-layer AI framework using Azure tools to accurately classify mental health concerns in online text. The system achieved high precision and recall, aiding in early detection and screening for mental well-being.

Keywords:
Azure text classificationDepression detectionEmoji processingMental health assessmentNatural language processingSarcasm processingSentiment analysisStress detection

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