CSE 6250 Project Proposal
Team B2 - Ngok Chao HO, Zeyu Wei
Paper 1: Index 113, Automated LOINC Standardization Using Pre-trained Large Language Models, Google Research, Author(s): Tao Tu, Eric Loreaux, Emma Chesley, Adam D. Lelkes, Paul Gamble, Mathias Bellaiche, Martin Seneviratne, Ming-Jun Chen
Task: Tool for mapping general text to LOINC.
Innovation: Uses embeddings from pre-trained LLM with minimal labeled data.
Dis/Adv: Learns from small datasets but requires substantial computational resources.
Data: Yes, MIMIC-III (Link).
Code: Not provided.