What is in a food store name? Leveraging large language models to enhance food environment data.
Journal:
Frontiers in artificial intelligence
Published Date:
Dec 6, 2024
Abstract
INTRODUCTION: It is not uncommon to repurpose administrative food data to create food environment datasets in the health department and research settings; however, the available administrative data are rarely categorized in a way that supports meaningful insight or action, and ground-truthing or manually reviewing an entire city or neighborhood is rate-limiting to essential operations and analysis. We show that such categorizations should be viewed as a classification problem well addressed by recent advances in natural language processing and deep learning-with the advent of large language models (LLMs).
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