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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

M. S. Ibrahim

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Review Open access Aug 2026

Reducing False Positives and False Negatives in Artificial Intelligence-assisted Imaging Screening: A Critical Review of Accuracy, Error Mechanisms and Clinical Translation

Imaging-based screening programmes are constrained by two opposing failures: false-positive results that generate unnecessary recall, anxiety, further imaging and biopsy, and false-negative results that permit disease to progress undetected until the next screening round or until symptoms appear. Artificial intelligenc...

M. S. Ibrahim, Enock Kumi Ackaah, Charity Benewa Acheampong et al. · 0 citations
Review Open access Aug 2026

Explainable Artificial Intelligence, Clinician Trust and Diagnostic Accuracy in Multi-modal Medical Imaging: A Critical Narrative Review

Explainable artificial intelligence is widely promoted as the mechanism through which opaque deep learning systems will earn the confidence of clinicians and improve diagnostic performance in medical imaging. The claim has acquired regulatory and commercial momentum faster than it has acquired empirical support, and it...

Ogechi Okoroafor, M. S. Ibrahim, Chimuanya Ibecheozor et al. · 0 citations

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