Use GPT-J Prompt Generation with RoBERTa for NER Models on Diagnosis Extraction of Periodontal Diagnosis from Electronic Dental Records

no code implementations • 17 Nov 2023 • Yao-Shun Chuang, Xiaoqian Jiang, Chun-Teh Lee, Ryan Brandon, Duong Tran, Oluwabunmi Tokede, Muhammad F. Walji

This study explored the usability of prompt generation on named entity recognition (NER) tasks and the performance in different settings of the prompt.

named-entity-recognition Named Entity Recognition +1

Extracting periodontitis diagnosis in clinical notes with RoBERTa and regular expression

no code implementations • 17 Nov 2023 • Yao-Shun Chuang, Chun-Teh Lee, Ryan Brandon, Trung Duong Tran, Oluwabunmi Tokede, Muhammad F. Walji, Xiaoqian Jiang

This study aimed to utilize text processing and natural language processing (NLP) models to mine clinical notes for the diagnosis of periodontitis and to evaluate the performance of a named entity recognition (NER) model on different regular expression (RE) methods.

named-entity-recognition Named Entity Recognition +1