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Sustainable methylene blue dye removal via bio-derived micro/micron-sized porous particles Zygophyllum coccineum and Calotropis procera: A machine learning-assisted study

Crossref DOI link: https://doi.org/10.1038/s41598-026-42218-3

Published Online: 2026-04-01

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

Authors

Fakry, Hala

Salama, Eslam

Taha, Ayat

Ossman, Mona

Bonanomi, Giuliano

Abd-ElGawad, Ahmed M.

El-Amier, Yasser A.
Funding

Funding for this research was provided by:

King Saud University (ORF-2026-676)
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Text and Data Mining valid from 2026-04-01

Version of Record valid from 2026-04-01
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Article History

Received: 24 April 2025

Accepted: 24 February 2026

First Online: 1 April 2026

Declarations

:

: The authors declare no competing interests.

: Supplementary Figure.

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