Research map: Realistic Synthetic Electronic Health Record Data Generation for Cardiovascular Risk Prediction

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Papers in this map

  1. The Lancet Commission to reduce the global burden of sudden cardiac death: a call for multidisciplinary action · Éloi Marijon · 2023 · 305 citations · Cited by this paper
  2. A Contemporary Review of Thoracic Aortic Aneurysm: From Molecular Pathogenesis to Clinical Integration · 2025 · Related
  3. A Systematic Review of Synthetic Data Generation Techniques Using Generative AI · Mandeep Goyal · 2024 · 239 citations · Cited by this paper
  4. Management of Chronic Venous Disease in Italy: Data Report from VeinHeart Survey · 2025 · Related
  5. Optimization of hepatological clinical guidelines interpretation by large language models: a retrieval augmented generation-based framework · Simone Kresevic · 2024 · 206 citations · Cited by this paper
  6. Structural Weakness: Collagen Alterations in Cerebral Aneurysm Development · 2026 · Related
  7. Applying generative AI with retrieval augmented generation to summarize and extract key clinical information from electronic health records · Mohammad Alkhalaf · 2024 · 150 citations · Cited by this paper
  8. The Bilateral Internal Mammary Artery in Modern Coronary Revascularization: A Paradigm Shift Driven by Technical Evolution · 2025 · Related
  9. Synthetic attack data generation model applying generative adversarial network for intrusion detection · Vikash Kumar · 2022 · 136 citations · Cited by this paper
  10. Peripheral Artery Disease: Atherosclerosis, Decreased Nitric Oxide, and Vascular Arterial Stiffening · 2025 · Related
  11. Artificial intelligence in the risk prediction models of cardiovascular disease and development of an independent validation screening tool: a systematic review · Yue Cai · 2024 · 120 citations · Cited by this paper
  12. Alzheimer’s Disease, Epilepsy, and Vascular Dementia: Convergent Mechanisms and Shared Therapeutic Pathways · 2025 · Related
  13. Generative AI for synthetic data across multiple medical modalities: A systematic review of recent developments and challenges · Mahmoud K. Ibrahim · 2025 · 119 citations · Cited by this paper
  14. Complication and Endpoint Heterogeneity in Vascular Intervention Research: Lessons from Neurovascular Practice · 2026 · Related
  15. Generating synthetic mixed-type longitudinal electronic health records for artificial intelligent applications · Jin Li · 2023 · 118 citations · Cited by this paper
  16. Smooth Muscle Cell Specific Activity of SGK-1 Alters Aortic Stiffness and Abdominal Aortic Aneurysm Growth · 2026 · Related
  17. Application of Machine Learning for Cardiovascular Disease Risk Prediction · Surjeet Dalal · 2023 · 90 citations · Cited by this paper
  18. An Assessment of the Effect of HIV and ART on Cardiovascular Risk Factors to Predict Retinal Microvascular Impairment in Pregnant Women: A Pilot Study in a South African Population · 2026 · Related
  19. Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging · Richard O. Osuala · 2022 · 83 citations · Cited by this paper
  20. Exercise Selection and Rest Interval Duration Differentially Affect Post-Exercise Cardiac Autonomic Responses Following Resistance Training · 2026 · Related
  21. Risk stratification of sudden cardiac death: a review · Jacob Tfelt‐Hansen · 2023 · 83 citations · Cited by this paper
  22. EHR-Safe: generating high-fidelity and privacy-preserving synthetic electronic health records · Jinsung Yoon · 2023 · 82 citations · Cited by this paper
  23. Enhanced cardiovascular disease prediction model using random forest algorithm · Kellen Sumwiza · 2023 · 71 citations · Cited by this paper
  24. An ECG-based artificial intelligence model for assessment of sudden cardiac death risk · Lauri T. A. Holmström · 2024 · 67 citations · Cited by this paper
  25. Preserving privacy in healthcare: A systematic review of deep learning approaches for synthetic data generation · Yintong Liu · 2024 · 57 citations · Cited by this paper
  26. Multi-Label Clinical Time-Series Generation via Conditional GAN · Chang Hua Lu · 2023 · 51 citations · Cited by this paper
  27. Synthetic data generation in healthcare: A scoping review of reviews on domains, motivations, and future applications · Miguel Rujas · 2024 · 48 citations · Cited by this paper
  28. Harnessing Electronic Health Records and Artificial Intelligence for Enhanced Cardiovascular Risk Prediction: A Comprehensive Review · Ming‐Lung Tsai · 2025 · 47 citations · Cited by this paper
  29. Prediction of sudden cardiac death using artificial intelligence: Current status and future directions · Maarten Z H Kolk · 2024 · 45 citations · Cited by this paper
  30. A review on generative AI models for synthetic medical text, time series, and longitudinal data · Mohammad Loni · 2025 · 38 citations · Cited by this paper
  31. Long-Term Outcome and Prognosis of Noninfectious Thoracic Aortitis · Olivier Espitia · 2023 · 37 citations · Cited by this paper
  32. Reliable generation of privacy-preserving synthetic electronic health record time series via diffusion models · Muhang Tian · 2024 · 34 citations · Cited by this paper
  33. Towards new frontiers of healthcare systems research using artificial intelligence and generative AI · Samir Chatterjee · 2024 · 33 citations · Cited by this paper
  34. Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy · Ha Ye Jin Kang · 2023 · 30 citations · Cited by this paper
  35. Enhanced Conditional GAN for High-Quality Synthetic Tabular Data Generation in Mobile-Based Cardiovascular Healthcare · Malak Alqulaity · 2024 · 30 citations · Cited by this paper
  36. Assessment of differentially private synthetic data for utility and fairness in end-to-end machine learning pipelines for tabular data · Mayana Wanderley Pereira · 2024 · 26 citations · Cited by this paper
  37. CTGAN-driven synthetic data generation: A multidisciplinary, expert-guided approach (TIMA) · Orlando Parise · 2024 · 21 citations · Cited by this paper
  38. Artificial intelligence for heart disease prediction and imputation of missing data in cardiovascular datasets · Ahmed Haitham Najim · 2024 · 12 citations · Cited by this paper
  39. Utility of GAN generated synthetic data for cardiovascular diseases mortality prediction: an experimental study · Shahzad Ahmed Khan · 2024 · 9 citations · Cited by this paper

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