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Decoding Natural Behavior from Neuroethological Embedding

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Published on: October 3, 2025

Transforming electrophysiology workflows with natural language processing and agentic artificial intelligence.

Akshar Patel¹, Stanley Joseph¹, Caryl Bailey¹

¹Department of Anesthesiology & Perioperative Medicine, Medical College of Georgia at Augusta University, Augusta, Georgia.

Heart Rhythm O2

|October 31, 2025

Summary

This study shows how Natural Language Processing (NLP) and agentic AI can improve electrophysiology (EP) workflows. These AI tools automate tasks like literature reviews and guideline monitoring for better efficiency.

Keywords:

Artificial intelligence Electrophysiology Hugging Face Named entity recognition Natural language processing Sentiment analysis

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Area of Science:

Biomedical Informatics
Artificial Intelligence
Electrophysiology

Background:

Electrophysiology (EP) workflows involve complex data analysis and literature reviews.
Streamlining these processes is crucial for improving efficiency and patient care.
Current methods can be time-consuming and prone to manual errors.

Purpose of the Study:

To explore the application of Natural Language Processing (NLP) and agentic AI in electrophysiology (EP).
To demonstrate how AI can automate and optimize key EP workflows.
To integrate NLP models and agentic AI for enhanced EP practice.

Main Methods:

Fine-tuning NLP models like BioBERT for EP-specific tasks.
Utilizing Named Entity Recognition (NER) for key term identification.
Implementing web scraping for real-time guideline updates.
Integrating NLP components into a unified agentic AI workflow using Hugging Face Transformers.

Main Results:

Demonstrated successful application of NLP for EP-specific tasks.
Showcased automation of literature reviews, guideline monitoring, and report generation.
Validated the potential of agentic AI to streamline electrophysiology workflows.

Conclusions:

NLP models and agentic AI offer significant potential to enhance electrophysiology workflows.
Automation of literature reviews and guideline monitoring can improve efficiency.
Integration of AI tools promises to advance EP practice and research.