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A Transparent AI-Driven Multiclass Decision Support System for Thyroid Risk Prediction Using Machine Learning and Deep Learning Approaches Cover

A Transparent AI-Driven Multiclass Decision Support System for Thyroid Risk Prediction Using Machine Learning and Deep Learning Approaches

Foundations of Computing and Decision Sciences
Volume 50 (2025): Issue 4 (December 2025)
By: Siouar Ouartani and  Nora Taleb  
Open Access
|Dec 2025

Authors

Siouar Ouartani

siouar.ouartani@univ-annaba.dz

Complex Systems Engineering Laboratory (LISCO), Computer Science Department, Badji Mokhtar University, Annaba, Algeria

Nora Taleb

talebnr@hotmail.fr

Complex Systems Engineering Laboratory (LISCO), Computer Science Department, Badji Mokhtar University, Annaba, Algeria
DOI: https://doi.org/10.2478/fcds-2025-0019 | Journal eISSN: 2300-3405 | Journal ISSN: 0867-6356
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Language: English
Page range: 473 - 509
Submitted on: Sep 4, 2024
Accepted on: Jun 1, 2025
Published on: Dec 8, 2025
Published by: Poznan University of Technology
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Thyroid Disease Diagnosis,
Medical Decision Support System (MDSS),
Machine Learning,
Deep Learning,
Explainable AI (XAI),
Feature Selection,
Model Interpretability,
LIME,
SHAP
Related subjects:
Computer sciences,
Artificial intelligence,
Software development

© 2025 Siouar Ouartani, Nora Taleb, published by Poznan University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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