Author

R. Spínola

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Preprint Aug 2026

Bias Smells in AI Software Development: Recognizing Potential Sources of Fairness Debt

Context: Fairness debt arises from AI development shortcomings that may lead to societal harms. While technical and social debt concern software design decisions and team dynamics, respectively, fairness debt captures the long-term consequences of development decisions that may reinforce bias and inequities in AI-based...

R. E. de Souza Santos, Cleyton Magalhães, R. Spínola · 0 citations

#artificial intelligence Review Aug 2026

Antipatterns in AI-assisted Qualitative Data Analysis: A Catalog of Temptations and Pitfalls for Software Engineering Researchers

A catalog of antipatterns in AI-assisted QDA - a set of assumptions and practices that initially appear advantageous but ultimately undermine analytical rigor and validity that can serve as a stepping stone in responsible methodological evolution toward principled and meaningful human-AI collaboration in qualitative re...

Rashina Hoda, Carolyn B. Seaman, V. Gomes et al. · 0 citations