
January 2026 Recall: Topics on Artificial Intelligence in Neurology
02/1/2026 | 1h 21min
Start the new year with the January 2026 Recall, featuring five episodes focused on the topic of AI in neurology. The episode begins with Dr. Stacey Clardy talking with Stephen Marche about the evolving topic of natural language processing and its impact on neurology and everyday life. The episode leads into a conversation with Drs. Halley Alexander and Sándor Beniczky discussing the use of AI to accurately interpret routine clinical EEG. The conversation continues with Drs. Trey Bateman and David T. Jones discussing the use of FDG-PET imaging and machine learning to improve diagnostic accuracy. The episode transitions into a discussion between Dr. Andy Southerland and Dr. Adam Rodman regarding the implications of LLMs in clinical reasoning and diagnostics. This month's Recall concludes with Dr. Stacey Clardy reflecting on how AI is shaping multiple aspects of life, including podcasts. Podcast links: What Natural Language Processing Could Mean for Careers in Neurology and Publications Artificial Intelligence Interpretation of EEG FDG-PET-Based Machine Learning Framework to Support Neurologic Decision-Making Superhuman Performance of a LLM on the Reasoning Tasks of a Physician Podcasting in the Age of AI Article links: The College Essay Is Dead Automated Interpretation of Clinical Electroencephalograms Using Artificial Intelligence An FDG-PET–Based Machine Learning Framework to Support Neurologic Decision-Making in Alzheimer Disease and Related Disorders Superhuman Performance of a Large Language Model on The Reasoning Tasks of a Physician A Phase-2B Double-Blind Randomized International Prospective Trial of Inebilizumab in NMDAR Encephalitis: The ExTINGUISH Trial Disclosures can be found at Neurology.org.

The Core Identity of the Neurologist
01/1/2026 | 20min
Dr. Derek Stitt talks with Drs. Joseph Safdieh and Matthew S. Robbins about subspecialization's impact on patient care, why preserving a core neurologist identity matters, and how training can reinforce it. Read the related Resident & Fellow Section article in Neurology®. Disclosures can be found at Neurology.org.

Deep Learning Modeling to Differentiate MS From MOGAD
29/12/2025 | 15min
Dr. Shuvro Roy talks with Dr. Rosa Cortese about new ways to improve multiple sclerosis and MOGAD diagnosis, including how AI and imaging could enhance accuracy and influence future care. Read the related article in Neurology®. Disclosures can be found at Neurology.org.

Management of Functional Seizures Practice Guideline Executive Summary
25/12/2025 | 23min
Dr. Mahinda Yogarajah talks with Drs. Benjamin Tolchin and Jon Stone about recommendations for clinicians, patients, and other stakeholders on the management of functional seizures. Read the related article in Neurology®. Disclosures can be found at Neurology.org.

The Growing Need for Preventive Neurologists
22/12/2025 | 26min
Dr. Greg Cooper talks with Drs. Natalia Rost and Behnam Sabayan about the emerging field of preventive neurology, emphasizing the need for neurologists to shift from traditional diagnostic and treatment roles to a more proactive approach that includes prevention and brain health optimization. Read the related article in Neurology®. Disclosures can be found at Neurology.org.



Neurology® Podcast