Publications

Selected peer-reviewed work in stroke prediction, cerebrovascular outcomes, clinical AI, and recovery.

Our work connects clinical questions with rigorous analysis and practical tools. The papers below represent selected contributions across risk prediction, stroke outcomes, medical AI, and recovery. Visit Google Scholar for the complete publication record.

2026

Development and External Validation of an EHR-Derived Model for 30-Day Periprocedural Ischemic Stroke

Shu L, Furie KL, Garcia Guarniz AL, de Havenon A, Khan F, … Wu M, Zheng HB, Yaghi S. Journal of the American Heart Association. PubMed · Calculator · Source code

Developed and validated across approximately 445,000 procedures, with an external-validation AUC of 0.86.

2026

Large Language Models for Accurate Medical Chart Abstraction in Stroke

Zhong Z, Porto CM, Hong D, … Shu L, Baird G, Jayaraman M, Yaghi S, Jiao Z, Wolman DN. American Journal of Neuroradiology. PubMed

Across 2,416 thrombectomy reports, the highest-performing open-source model achieved 94.8% overall extraction accuracy.

2025

Perioperative Stroke: Mechanisms, Risk Stratification, and Management

Shu L, Aziz YN, de Havenon A, Messe SR, Nguyen TN, Sur NB, … Yaghi S. Stroke. PubMed

2025

Intravenous Thrombolysis in Cervical Artery Dissection–Related Stroke

Shu L, Lee E, Field TS, Guo X, Henninger N, Keser Z, … Yaghi S. Journal of the American Heart Association. PubMed

Thrombolysis was associated with better odds of home discharge without significantly higher intracerebral hemorrhage or in-hospital mortality.

2025

2024

Clinical Score to Predict Epilepsy After Cerebral Venous Thrombosis (DIAS³)

Lindgren E, Shu L, Simaan N, … Zuurbier SM. JAMA Neurology. Co-equal contributors. PubMed · DIAS³ calculator

2022

Direct Oral Anticoagulants Versus Warfarin in Cerebral Venous Thrombosis (ACTION-CVT)

Yaghi S, Shu L, Bakradze E, … Furie K. Stroke. PubMed

2020

Improving Accelerometry-Based Measurement of Functional Upper-Extremity Use After Stroke

Lum PS, Shu L, Bochniewicz EM, Tran T, Chang LC, Barth J, Dromerick AW. Neurorehabilitation and Neural Repair. PubMed

Complete publication record

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