The key takeaway is that dataset shift is inevitable. New types of documents, evolving healthcare practices, and changing patient demographics will all contribute to it. But with the right monitoring strategy—keeping an eye on dataset distribution, entity distribution, and confidence distribution—you can stay ahead of these changes.
Understanding the Use Case The PHI detection solution we delivered to the customer is designed to identify sensitive information in clinical notes, ensuring privacy and compliance with healthcare standards. However,...
In the world of natural language processing (NLP), LLMs like GPT-4 have changed the game for how machines understand and generate human language. They are the foundation for a ton...
NLP Logix, a leading artificial intelligence (AI) and machine learning (ML) consultancy has announced a strategic technology partnership with John Snow Labs, a premier provider of healthcare AI solutions. This...
John Snow Labs’ small medical Language model (MedS) outperformed GPT-4o in factuality (by 5–10%), clinical relevance, and conciseness across tasks like summarization, information extraction, and biomedical Q/A, showcasing the impact...
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