LabTOP is a novel unified model that predicts continuous numerical lab test outcomes directly from Electronic Health Records, reducing patient testing burden and improving clinical decision-making.

• Leverages language modeling techniques to analyze patient EHR data
• Provides continuous numerical predictions rather than just classifying value ranges
• Covers multiple lab tests in a single unified model
• Enables faster clinical decisions when test results aren't immediately available

This innovation has significant medical impact by potentially reducing unnecessary testing, decreasing patient discomfort, lowering healthcare costs, and supporting more timely clinical interventions.

LabTOP: A Unified Model for Lab Test Outcome Prediction on Electronic Health Records