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Maria Chiara Martinis

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Review Open access Oct 2026

Assessing Trustworthiness in LLMs-Assisted Literature Review: A Case Study of Multimodal Machine Learning in Medicine

Large Language Models (LLMs) are increasingly being used to support the structured extraction of methodological evidence from scientific literature and to build reviews and surveys. However, their use for scientific evidence extraction raises methodological questions concerning the consistency, correctness, and traceab...

Maria Chiara Martinis, Valeria Popello, Ilaria Lazzaro et al. · 0 citations

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