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B. Isong

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#software testing Review Open access Oct 2026

From Code Author to Code Reviewer: A Systematic Review of Practitioner Experience with Generative AI in Software Engineering

Practitioner use of generative AI in software engineering has progressed faster than the evidence assessing its effects. This review examined 58 empirical studies published from 2024 to early 2026 on GitHub Copilot, ChatGPT, Claude, and Gemini. Using PRISMA-guided selection from five digital libraries, the studies addr...

B. Isong, Tshipuke Vahangwele, Nosipho Dladlu · 0 citations
#artificial intelligence Review Open access Oct 2026

Software Defect Prediction: A Systematic Review and a Conceptual Framework for Stable, Actionable Explanations (AISD-F)

Machine learning-based Software Defect Prediction (SDP) has largely focused on improving prediction accuracy, but recent research has placed greater emphasis on making predictions understandable and useful to developers. This systematic review examines the use of Explainable Artificial Intelligence (XAI) in SDP and the...

Dikeledi Irene Thubisi, B. Isong, R. Sebopelo · 0 citations

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