Figure 2.

Prompt templates of information extraction and question-and-answer scales. A 4-paragraph structure was implemented for a prompt design using a few-shot Chain-of-Thought prompting. The original version, written in Chinese, was translated into English. (A) Extracting concepts and terms; (B) scaling questions. As both deployed large language models were pretrained with the International Classification of Diseases, Tenth Revision corpus, they could directly engage in concept extraction.