#epilepsy News & Analysis

2 articles tagged with #epilepsy. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · May 127/10

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EpiGraph: A Knowledge Graph and Benchmark for Evidence-Intensive Reasoning in Epilepsy

Researchers have developed EpiGraph, a comprehensive knowledge graph containing 24,324 entities and 32,009 evidence-grounded triplets from 48,166 peer-reviewed papers to improve AI-driven epilepsy diagnosis and treatment. The accompanying EpiBench benchmark demonstrates that integrating structured clinical knowledge into large language models significantly enhances clinical reasoning, with improvements up to 41% in pharmacogenomic applications.

AIBullisharXiv – CS AI · Mar 46/103

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PRISM: Exploring Heterogeneous Pretrained EEG Foundation Model Transfer to Clinical Differential Diagnosis

Researchers introduce PRISM, an EEG foundation model that demonstrates how diverse pretraining data leads to better clinical performance than narrow-source datasets. The study shows that geographically diverse EEG data outperforms larger but homogeneous datasets in medical diagnosis tasks, particularly achieving 12.3% better accuracy in distinguishing epilepsy from similar conditions.

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