Author

M. Azzouazi

2 papers indexed here

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Open access Sep 2026

Reproducible and Explainable Machine Learning for Breast Cancer Classification: Sensitivity-Oriented Thresholding and Independent Methodological Replication

Background: WDBC is a small historical benchmark, and near-ceiling performance alone provides limited evidence of transportability. Methods: We evaluated five model families for discrimination, calibration, and paired statistical testing. We utilized sensitivity-oriented out-of-fold (OOF) thresholds and decision curve...

Younes Nadir, M. Rachdi, Abdellah Bakhouyi et al. · Applied Sciences · 0 citations

Review Open access 2026

Toward Automated and Personalized Employee Performance Evaluation: A Systematic Literature Review of NLG and LLM-Based Systems

Organizations increasingly rely on heterogeneous digital performance data, including KPIs, activity logs, competency ratings, and 360-degree feedback, to support employee appraisal and development. However, transforming such evidence into interpretable, personalized, and governable narrative feedback remains an open ch...

Oumaima Belarache, Salma Hannouni, Soumaya Ounacer et al. · IEEE Access · 0 citations