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January 2026 Recall: Topics on Artificial Intelligence in Neurology

Neurology® Podcast

Release Date: 01/02/2026

Seizures and Epilepsy in Patients With Untreated Cerebral Cavernous Malformations show art Seizures and Epilepsy in Patients With Untreated Cerebral Cavernous Malformations

Neurology® Podcast

Dr. Halley Alexander talks with Dr. Abel Sandmann about seizure rates and risk factors in patients with cerebral cavernous malformations (CCMs) during long-term follow-up without CCM intervention.  Read the related article in .  Disclosures can be found at . 

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Refractory Headache Disorders, New Consensus, and Emergency Department Migraine Guidelines show art Refractory Headache Disorders, New Consensus, and Emergency Department Migraine Guidelines

Neurology® Podcast

Dr. Tesha Monteith talks with Dr. Jennifer Robblee about the latest consensus on refractory migraine, its definition, and management strategies, including new guidelines for emergency treatment.  Read the related article in .  Read the related article in . Disclosures can be found at . 

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The Best of Headache Medicine from 2025: A Year in Review show art The Best of Headache Medicine from 2025: A Year in Review

Neurology® Podcast

Dr. Tesha Monteith talks with Dr. Patricia Pozo-Rosich about the latest advancements in headache medicine, focusing on key research findings from 2025.  Disclosures can be found at . 

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Overview from the 2026 International Stroke Conference show art Overview from the 2026 International Stroke Conference

Neurology® Podcast

Dr. Andy Southerland talks with Dr. Seemant Chaturvedi about the latest findings from the 2026 International Stroke Conference.  Read more about the . Read more about the .  Read more about the .  Disclosures can be found at .

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March 2026 Recall: Topics in Hospital Neurology show art March 2026 Recall: Topics in Hospital Neurology

Neurology® Podcast

The March 2026 recall showcases four previously posted episodes focused on clinical issues relevant to hospital-based neurologists. The episode opens with Dr. Jennifer E. Fugate discussing PRES, focusing on clinical presentation, diagnostic criteria, neuroimaging findings, and management strategies. The episode continues with Dr. Ava Easton discussing the World Health Organization's technical brief on encephalitis. In the third episode, Dr. Matthew Ryan Woodward discusses the complexities of status epilepticus, from definition through refractory and super-refractory stages. The episode...

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2026 Guideline for the Early Management of Patients With Acute Ischemic Stroke show art 2026 Guideline for the Early Management of Patients With Acute Ischemic Stroke

Neurology® Podcast

Dr. Andy Southerland talks with Dr. Shyam Prabhakaran about the 2026 AHA/ASA guidelines for the early management of acute ischemic stroke, highlighting key recommendations, the role of advanced imaging, and the importance of thrombolysis and thrombectomy.  Read the related article in the journal   Disclosures can be found at . 

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Consensus Recommendations for Diagnosis and Management of Vanishing White Matter show art Consensus Recommendations for Diagnosis and Management of Vanishing White Matter

Neurology® Podcast

Dr. Justin Abbatemarco talks with Dr. Marjo S. van der Knaap and Romy J. van Voorst about expert consensus recommendations for the diagnosis and management of vanishing white matter and the importance of standardizing care worldwide. Read the related article in .  Disclosures can be found at . 

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Clinical Insights Into CASPR1 and CASPR1/Contactin-1 Complex Autoimmune Nodopathies show art Clinical Insights Into CASPR1 and CASPR1/Contactin-1 Complex Autoimmune Nodopathies

Neurology® Podcast

Dr. Alex Menze talks with Dr. Divyanshu Dubey about the clinical insights into autoimmune nodopathies, particularly focusing on CASPR1 and CASPR1/CNTN1-complex-IgG.  Read the related article in .  Disclosures can be found at . 

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Diagnostic Yield of Reanalysis After Nondiagnostic Genome Sequencing in Infants With Unexplained Epilepsy show art Diagnostic Yield of Reanalysis After Nondiagnostic Genome Sequencing in Infants With Unexplained Epilepsy

Neurology® Podcast

Dr. Halley Alexander talks with Dr. Alissa M. D'Gama about genetic testing for infantile epilepsies.  Read the related article in.  Disclosures can be found at . 

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CSF α-Synuclein Seed Amplification Assays and Alzheimer Disease Biomarkers show art CSF α-Synuclein Seed Amplification Assays and Alzheimer Disease Biomarkers

Neurology® Podcast

Dr. Greg Cooper talks with Dr. David G. Coughlin about the role of αSyn-SAAs in diagnosing dementia with Lewy bodies and their relationship with Alzheimer disease biomarkers.  Read the related article in .  Disclosures can be found at . 

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More Episodes
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