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Lucy Q. Shen

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Sep 2026

Are we doing better a decade later - Glaucoma in patients with Boston Keratoprosthesis Type 1.

PURPOSE To compare glaucoma outcomes after Boston Type 1 Keratoprosthesis (KPro) implantation in a recent cohort with a previous cohort from a decade before. DESIGN Retrospective comparative cohort study. SUBJECTS Patients who underwent KPro surgery at Mass Eye and Ear: 67 eyes (64 patients) from 2016-2023 and 97 e...

In-Young Chung, Rachel Y. Chen, Kyong Min Lee et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Representation-guided in-context learning for medical image interpretation with multimodal large language models

RG-ICL is introduced, a training-free inference framework that retrieves query-aligned demonstrations using frozen encoders, without task-specific parameter updates, and indicates that for medical image interpretation, curating which reference cases an MLLM sees is a practical alternative to retraining it.

Min-Da Zhao, Fang-Yu Hu, Yan Luo et al. · 0 citations
Open access Jul 2026

Learning Ophthalmologist Clinical Reasoning for Glaucoma Diagnosis from Fundus Images

A reasoning-driven vision-language framework that explicitly models the ophthalmologist's diagnostic workflow by generating structured clinical reasoning prior to diagnosis is developed, demonstrating that explicitly modeling expert clinical reasoning simultaneously improves interpretability and diagnostic performance.

Kai-Chen Zhou, Yuzhen Chen, Elif Yildiz et al. · 0 citations

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