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Author

Karzan Ismael

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Review Open access Oct 2026

Transportation Safety, and Supply Chain Resilience in Road-Based Crude Oil Logistics: Evidence from a Conflict‐Affected Region

Abstract Crude oil transport is a vital component of global energy supply chains; however, it is riddled with systemic risks, including human error, infrastructure fragility, security vulnerabilities, and regulatory deficiencies. This paper presents a comprehensive analysis of crude oil transport, with particular empha...

Ali Mohammed Salih, Karzan Ismael, Khabat Mohammed Ahmad · 0 citations
Review Open access Jul 2026

The Evolving Role of Artificial Intelligence in Decision-Making: A Comprehensive Analysis of Barriers and Challenges

Research indicates that proper application of MCDM techniques can relate AI outputs to real-life decision-making by structuring, enforcing transparency, and justifying AI-scoring results for use within an MCDA (Multi-Criteria Decision Analysis) framework, as demonstrated in complex use cases such as transportation plan...

Karzan Ismael, Ali Mohammed Salih, Zryan Najat Rashid · 0 citations

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