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Exploration of the associations between violent and aggressive behaviors risk and NHHR, TyG in patients with schizophrenia: an SHAP interpretable machine learning prediction and FAERS pharmacovigilance analysis

Crossref DOI link: https://doi.org/10.1186/s12944-025-02799-w

Published Online: 2025-12-16

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

Authors

Qing, Guangwei

Taorigen, Hanggai

Zhou, Yuxin

Wang, Gang
Funding

Funding for this research was provided by:

Beijing Scholar 2021 (No. 063)
License Information

Text and Data Mining valid from 2025-12-16

Version of Record valid from 2026-01-28
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Article History

Received: 11 October 2025

Accepted: 3 November 2025

First Online: 16 December 2025

Declarations

:

: Human participation in this study was approved by the Institutional Review Board of Jiangxi Mental Hospital. This study was conducted in compliance with local legislation and the institutional requirements of the hospital. All participants provided written informed consent to participate in this study.

: Before participating in the study, all participants signed up with informed permission.

: The authors declare no competing interests.

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