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Authors
MartÃnez Casares, A. J. https://orcid.org/0000-0003-3099-570X
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Article History
Received: 18 March 2025
Accepted: 29 November 2025
First Online: 27 January 2026
Declarations
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: 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.
: The implementation of our hybrid filter-neural network framework is available as an open-source project through the GitHub repository:
: This work incorporates AI-enabled schema generation, writing of mathematical formulas and grammatical refinement, code debugging, and writing. Specifically, AI tools were used to create structured visual representations of concepts and improve the clarity and coherence of the text. Tools used: Quillbot AI, DeepL, ChatGPT (GPT-4o, o1, o4-mini-high) Claude (Sonet 4, Opus 4).
