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Author

Aamir Ali

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Open access Sep 2026

A Software-Oriented Deep Learning Framework for Multiclass Academic Stress and Mental Health Risk Prediction

This study proposes a multiclass predictive framework for academic stress and mental health risk classification among students using a Kaggle dataset containing 25,000 records, and indicates that ensemble and deep learning approaches can effectively support multiclass mental health risk classification.

Shoaib Ahmad, A. Imran, Tahoona Kshif et al. · 0 citations
Open access Aug 2026

Decentralized and Explainable Brain Tumor Segmentation: A Blockchain-Secured Federated Learning Approach

This study presents a decentralized and privacy-preserving brain tumor segmentation framework that integrates Federated Learning (FL), a blockchain-inspired audit and coordination mechanism, and Explainable Artificial Intelligence (XAI) within a collaborative medical imaging environment.

Aiza Mukhtar, Aamir Ali, Wajiha Farooq et al. · 0 citations
Open access Aug 2026

Automated PCOS Disease Detection Using Clinical and Diagnostic Features

Findings indicate that explainable machine learning models, particularly KNN and XGBoost, provide accurate and interpretable decision support for early PCOS screening, enabling timely intervention and offering a promising foundation for intelligent healthcare decision-support systems.

Sana Rubab, Musarrat Shaheen, Zohrain Tabassum et al. · 0 citations

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