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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Amar Al Salkeni*1, Ibrahim Chami2, Dr. George Karraz3

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#data science Open access Oct 2026

A SYSTEMATIC REVIEW OF FAULT DETECTION IN MEDICAL EQUIPMENT USING MACHINE LEARNING: ALGORITHMS, PERFORMANCE, AND SCALABILITY CHALLENGES

Unexpected failures of medical equipment disrupt healthcare services, compromise patient safety, and increase operational costs. Predictive maintenance powered by machine learning (ML) offers a promising solution, but the effectiveness of different ML algorithms across various medical devices and data scales remains un...

Amar Al Salkeni*1, Ibrahim Chami2, Dr. George Karraz3 · 0 citations
#data science Open access Oct 2026

A SYSTEMATIC REVIEW OF FAULT DETECTION IN MEDICAL EQUIPMENT USING MACHINE LEARNING: ALGORITHMS, PERFORMANCE, AND SCALABILITY CHALLENGES

Unexpected failures of medical equipment disrupt healthcare services, compromise patient safety, and increase operational costs. Predictive maintenance powered by machine learning (ML) offers a promising solution, but the effectiveness of different ML algorithms across various medical devices and data scales remains un...

Amar Al Salkeni*1, Ibrahim Chami2, Dr. George Karraz3 · 0 citations

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