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Shaimaa T Meerzah

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#machine learning Preprint Oct 2026

The Value of System 1 Models in Medicine

Many clinical decisions are a choice among a few fixed options, taken quickly and in large numbers. Such decisions also need an uncertainty estimate to know when to defer to a clinician. Generative language models answer slowly in free text and state their confidence poorly. In contrast, System 1 models answer zero-sho...

Xiu-Feng Yang, Konstantinos Vrettos, Zeineb Ben Chaaben et al. · 1 citation
Review Sep 2026

Checklist for Artificial Intelligence in Medical Imaging (CLAIM): Explanation, Elaboration, and Examples.

The Checklist for Artificial Intelligence in Medical Imaging (CLAIM) provides a structured framework for transparent and reproducible reporting of AI studies in medical imaging. Since its introduction in 2020, CLAIM has been widely adopted by researchers, reviewers, and journal editors, but variability in its interpret...

Tugba Akinci D'Antonoli, L. Adams, Amine Amyar et al. · 0 citations

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