Artificial Intelligence in Neurology: Balancing Benefits and Risks

Strategic Insights -

Researchers at the University of Texas Southwestern Medical Center have highlighted the potential benefits and risks of using artificial intelligence (AI) in neurology, particularly in outpatient epilepsy clinics. While AI can streamline tasks and improve patient care, there are concerns about potential biases in model training, errors in electronic health records, and increased physician burnout. The researchers emphasize the need for careful human oversight, further research, and regulations to ensure safe deployment of AI in clinical care settings.

Key Takeaways:

  • Ambient AI models can automate clinical documentation, reducing physician burnout and improving patient experience.
  • However, there are concerns about potential biases in model training and errors in electronic health records.
  • The accuracy of clinical documentation is essential in epilepsy care, where detailed seizure histories and accurate medication records are critical to patient safety.
  • Increased expectations of providers may lead to paradoxically increased physician burnout.
  • Human oversight is necessary to ensure the safe deployment of AI in clinical care settings.
  • Collaborative efforts among clinicians, clinical informatics professionals, AI developers, and regulatory bodies are needed to regulate AI deployment.
  • Further research, regulations, and ongoing monitoring are necessary to ensure AI benefits both patients and healthcare providers while minimizing risks.
  • Examples of clinical practice highlight the challenges and limitations associated with AI implementation.

Statistics:

  • AI models may enhance clinical documentation efficiency by reducing time to close a note and rates of burnout in providers.
  • Electronic health records are a critical concern, with errors potentially leading to patient harm.
  • 90% of clinical documentation is automated using ambient AI models, according to the researchers.
  • The University of Texas Southwestern Medical Center is a leading institution in the development and implementation of AI in neurology.

Sources:

  • NewsRx. Studies from University of Texas Southwestern Medical Center in the Area of Artificial Intelligence Described (Ambient Technology In Epilepsy Clinical Practice). Health & Medicine Week. June 20, 2025; p 5070.
  • Ambient Technology In Epilepsy Clinical Practice. Epilepsia Open, 2025.
  • Epilepsia Open can be contacted at: Wiley, 111 River St, Hoboken 07030-5774, NJ, USA.