Research map: Large Language Model‐Based Localization of Premature Ventricular Contraction Origins: A Retrospective Diagnostic Accuracy Study

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  1. Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network · Awni Hannun · 2018 · 3179 citations · Cited by this paper
  2. Large Language Models for PVC Localization: Proof of Concept or Clinical Tool? · Alexander Siotis · 2026 · Cites this paper
  3. Mediastinal Air Entrapment During Extravascular ICD Implantation: A Preventable Cause of Elevated Shock Impedance · 2026 · Related
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  6. Automatic diagnosis of the 12-lead ECG using a deep neural network · Antônio H. Ribeiro · 2020 · 882 citations · Cited by this paper
  7. Subclinical Venous Injury in Transvenous Lead Extraction: Histological Correlation With Clinical Risk Factors · 2026 · Related
  8. Deep learning and the electrocardiogram: review of the current state-of-the-art · Sulaiman S. Somani · 2020 · 269 citations · Cited by this paper
  9. Refining Residual Ischemic Stroke Risk in Anticoagulated Atrial Fibrillation Using Index Outpatient LA Diameter: The CHA 2 DS 2 ‐VALa Score · 2026 · Related
  10. Arrhythmia-Induced Cardiomyopathy · Pouria Shoureshi · 2024 · 102 citations · Cited by this paper
  11. Detection of Accessory Pathway Recurrence at Standard and Abbreviated Waiting Periods and Implications for Recurrence Following Pediatric Radiofrequency Ablation · 2026 · Related
  12. Localization of Origins of Premature Ventricular Contraction by Means of Convolutional Neural Network From 12-Lead ECG · Ting Yang · 2017 · 87 citations · Cited by this paper
  13. Apparent Unmasking of Left Anterior Fascicular Ventricular Tachycardia After Prior Left Posterior Fascicular Ablation: Possible Alternative Exit From a Shared Septal Purkinje Substrate · 2026 · Related
  14. Application of large language models in disease diagnosis and treatment · Xintian Yang · 2024 · 68 citations · Cited by this paper
  15. Influence of High‐Frequency Low‐Tidal Volume Versus Jet Ventilation on Acute and Long‐Term Outcomes Following Pulmonary Vein Isolation · 2026 · Related
  16. 2019 HRS / EHRA / APHRS / LAHRS expert consensus statement on catheter ablation of ventricular arrhythmias · Edmond M. Cronin · 2019 · 47 citations · Cited by this paper
  17. Clinical Outcomes of Different Stroke Prevention Strategies in Patients With Inadvertent Left Atrial Appendage Electrical Isolation · 2026 · Related
  18. A High-Precision Deep Learning Algorithm to Localize Idiopathic Ventricular Arrhythmias · Ting‐Yung Chang · 2022 · 18 citations · Cited by this paper
  19. Impact of Pulse Field Ablation on Hemolysis Markers: A Single‐Center Experience · 2026 · Related
  20. Assessing the performance of zero-shot visual question answering in multimodal large language models for 12-lead ECG image interpretation · Tomohisa Seki · 2025 · 14 citations · Cited by this paper
  21. Association of Diagnostic Code Priority With Identification of True Cardiac Arrest in Patients Presenting to the Emergency Department · 2026 · Related
  22. Outcomes of single-procedure radiofrequency catheter ablation for idiopathic ventricular arrhythmias: a single-centre retrospective cohort study · Zhi Jiang · 2024 · 7 citations · Cited by this paper
  23. Effectiveness of the GPT-4o Model in Interpreting Electrocardiogram Images for Cardiac Diagnostics: Diagnostic Accuracy Study · Haya Engelstein · 2025 · 7 citations · Cited by this paper
  24. Enhancing origin prediction: deep learning model for diagnosing premature ventricular contractions with dual-rhythm analysis focused on cardiac rotation · Kazutaka Nakasone · 2024 · 6 citations · Cited by this paper
  25. Can Large Language Models Challenge CNNs in Medical Image Analysis? · Shibbir Ahmed · 2025 · 6 citations · Cited by this paper
  26. Explainable localization of premature ventricular contraction using deep learning‐based semantic segmentation of 12‐lead electrocardiogram · Kota Kujime · 2024 · 5 citations · Cited by this paper
  27. Diagnostic accuracy of ChatGPT for 12-lead ECG-based localisation of ventricular ectopic foci prior to catheter ablation · Kadri Murat Gürses · 2026 · 5 citations · Cited by this paper
  28. Deep Learning Model for High-Accuracy Classification of Premature Ventricular Contractions With Precordial Transition Zones in Leads V3 or V4 · Kiichi Miyamae · 2025 · 2 citations · Cited by this paper
  29. Deep Learning‐Based Prediction Model for Cardiac Resynchronization Therapy Responders Using Electrocardiogram Data · Hitoshi Mori · 2025 · 1 citation · Cited by this paper

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