Explainable AI and novel features

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.