Text mining for large medical text datasets and corresponding medical text classification using informative feature selection

This invention describes a system that analyzes medical case reports to find patterns, or "grammar rules," indicating a specific medical condition. It combines standard medical definitions with insights from medical experts to identify these patterns. Once established, these rules can be applied to new case reports to determine if they meet the condition, specifically focusing on identifying anaphylaxis caused by a flu vaccine from vaccine adverse event reports.