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Arogya Koirala

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#machine learning Preprint Sep 2026

Improving Calibration of Black-Box Radiology AI Using Test-Time Augmentation

Radiology AI systems increasingly inform clinical decisions such as triage, follow-up imaging, and treatment planning. For these decisions to be made safely, model outputs must be well calibrated, meaning predicted probabilities accurately reflect true risk. Many standard techniques for improving calibration, such as M...

Nathan Le, Magdalini Paschali, Arogya Koirala et al. · 0 citations
Review Open access Sep 2026

A Quality Assessment Rubric for Artificial Intelligence-Generated Patient-Friendly Radiology Reports.

Background: Artificial intelligence (AI) tools are being used to translate radiology reports into plain language, but translation errors may compromise comprehension and safety. Objective: To develop and evaluate a rubric for assessing the quality and safety of AI-generated patient-friendly radiology reports. Methods:...

Bonnie A. Armstrong, Arogya Koirala, Hye Sun Na et al. · 0 citations

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