A critical evaluation of machine learning approaches for screening depression and anxiety in early multiple sclerosis

ElsevierVolume 104, December 2025, 106781Multiple Sclerosis and Related DisordersAuthor links open overlay panel, , Section snippetsFunding and disclosures

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Declaration of generative AI

The authors declare that AI-based language assistance was used solely for grammar refinement. All intellectual content, interpretation, and conclusions are the sole responsibility of the authors.

CRediT authorship contribution statement

Parth Aphale: Conceptualization, Supervision, Writing – original draft, Writing – review & editing. Himanshu Shekhar: Visualization, Writing – original draft, Writing – review & editing. Shashank Dokania: Writing – original draft, Writing – review & editing.

Declaration of competing interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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