Citation

BibTex format

@article{Jing:2026:10.1016/j.media.2025.103910,
author = {Jing, P and Lee, K and Zhang, Z and Zhou, H and Yuan, Z and Gao, Z and Zhu, L and Papanastasiou, G and Fang, Y and Yang, G},
doi = {10.1016/j.media.2025.103910},
journal = {MEDICAL IMAGE ANALYSIS},
title = {Reason like a radiologist: Chain-of-thought and reinforcement learning for verifiable report},
url = {http://dx.doi.org/10.1016/j.media.2025.103910},
volume = {109},
year = {2026}
}

RIS format (EndNote, RefMan)

TY  - JOUR
AU - Jing,P
AU - Lee,K
AU - Zhang,Z
AU - Zhou,H
AU - Yuan,Z
AU - Gao,Z
AU - Zhu,L
AU - Papanastasiou,G
AU - Fang,Y
AU - Yang,G
DO - 10.1016/j.media.2025.103910
PY - 2026///
SN - 1361-8415
TI - Reason like a radiologist: Chain-of-thought and reinforcement learning for verifiable report
T2 - MEDICAL IMAGE ANALYSIS
UR - http://dx.doi.org/10.1016/j.media.2025.103910
VL - 109
ER -

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For enquiries about the MRI Physics Collective, please contact:

Mary Finnegan
Senior MR Physicist at the Imperial College Healthcare NHS Trust

Pete Lally
Assistant Professor in Magnetic Resonance (MR) Physics at Imperial College

Jan Sedlacik
MR Physicist at the Robert Steiner MR Unit, Hammersmith Hospital Campus