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. 2026 Aug 28;9:1882410. doi: 10.3389/frai.2026.1882410

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Copyright © 2026 Khan, Sultan, Islam, Hossain and Rahman.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Two grouped horizontal bar charts compare feature contributions to recombination class importance. The left chart displays SHAP mean absolute phi values; the right shows permutation importance. Both charts evaluate features such as Rseries, Gb_tr, and mob_IL across bulk SRH, interfacial SRH, and Langevin classes, with a legend identifying each color. — Normalized global SHAP vs. permutation-importance profiles. Agreement on unique-information features (Rseries, mobilities) and divergence on redundancy-affected trap descriptors.