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Explainable machine learning for mental health prediction from social media behavior: a nested cross-validation study with SHAP and LIME interpretability

Crossref DOI link: https://doi.org/10.1007/s44192-026-00373-z

Published Online: 2026-01-22

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Lamba, Kamini

Rani, Shalli

Shabaz, Mohammad
License Information

Text and Data Mining valid from 2026-01-22

Version of Record valid from 2026-02-16
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Article History

Received: 5 August 2025

Accepted: 13 January 2026

First Online: 22 January 2026

Declarations

:

: The authors declare no competing interests.

: This study uses publicly available, anonymized survey data and does not involve any human or animal experiments requiring ethical review. So, no additional approval was required.

: Not applicable.

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