Differentiating Ischemic From Nonischemic T-Wave Inversion Using a Multimodal Vision-Language Model With Reinforcement Learning (ECG-R1): Development and Validation Study - Top-Institutions - MDSpire

Differentiating Ischemic From Nonischemic T-Wave Inversion Using a Multimodal Vision-Language Model With Reinforcement Learning (ECG-R1): Development and Validation Study

  • By

  • Yunzhang Cheng

  • Zhongkai Wang

  • Wen Zhang

  • Qin Zhang

  • Mingwei Zhang

  • Songbin Cai

  • Tianyi Zhang

  • June 19, 2026

  • 0 min

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Top Institutions in Cardiology

Brief introduction explaining scope and methodology.

  • #1

    First Affiliated Hospital of Naval Medical University
    First Affiliated Hospital of Naval Medical University

    Shanghai, China

    Key Differentiators

    • Cardiology

  • #2

    Shanghai Xinhua Hospital
    Shanghai Xinhua Hospital

    Shanghai, China

    Key Differentiators

    • Cardiology

Original Source(s)

Differentiating Ischemic From Nonischemic T-Wave Inversion Using a Multimodal Vision-Language Model With Reinforcement Learning (ECG-R1): Development and Validation Study

  • by Yunzhang Cheng, Zhongkai Wang, Wen Zhang, Qin Zhang, Mingwei Zhang, Songbin Cai, Tianyi Zhang

  • June 19, 2026

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