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Khalifa Mansouri

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Review Open access Oct 2026

A Structured Taxonomy of Supply Chain Resilience Indicators: A Foundation for Standardized Resilience Assessment

This study proposes a structured taxonomy of supply chain resilience indicators to support future standardization efforts in resilience assessment. An umbrella review covering the period 2010–2025 was conducted using major scientific databases. The identified indicators were systematically analyzed, consolidated, and c...

Abdelmohaymin El Brini, Idriss Bennis, Khalifa Mansouri et al. · 0 citations
Open access 2026

Mobile Augmented Reality as a Remediation Tool for Assembly Drawing Decoding: A Mixed-Methods Study

Aim/Purpose: Many learners struggle to decode complex mechanical assembly drawings because decoding requires coordinating 2D interpretation, inferred 3D structure, and kinematic reasoning. This study examines whether a single-session mobile augmented reality (AR) intervention may support below-proficiency learners in r...

Younes Zahrou, Younes Zidani, S. Nissabouri et al. · 0 citations
#artificial intelligence Review Open access Oct 2026

Towards Automation and Elimination of Subjectivity in Industrial Risk Management Based on Artificial Intelligence

Risk management is one of the fundamental components of a company's success, whatever its sector of activity. This paper reviews the work done in the field of risk management, both traditionally and by integrating Artificial Intelligence. It highlights the way in which risk management was solved in the traditional way,...

Kawtar Benderouach, Idriss Bennis, Abdelouahad Bellat et al. · 0 citations
Open access Oct 2026

Classification of Occupational Accident Risks through Machine Learning Algorithms

This study proposes a Machine Learning (ML_-based framework for the automatic classification of accident narratives into Risk and Non-Risk categories to support the risk identification phase of occupational risk management. A manually labeled dataset containing 278 accident narratives derived from the publicly availabl...

Kawtar Benderouach, Idriss Bennis, Khalifa Mansouri · 0 citations
Review Open access Aug 2026

Development and pilot testing of multi-stakeholder questionnaires for assessing University 4.0 transformation in higher education institutions

The transition to University 4.0 requires higher education institutions to develop reliable and context-appropriate tools capable of evaluating digital, pedagogical, research, and governance transformations from the perspective of multiple stakeholders. In Morocco, the available evaluation tools remain limited, as...

Fatima Abnoulgid, Sarah Aouhassi, Khalifa Mansouri et al. · 0 citations

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