4.5 Article

Mixed-methods evaluation of three natural language processing modeling approaches for measuring documented goals-of-care discussions in the electronic health record

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Identifying Goals of Care Conversations in the Electronic Health Record Using Natural Language Processing and Machine Learning

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Summary: This study aimed to develop an automated approach to identifying goals-of-care discussions in the electronic health record using natural language processing and machine learning techniques. The results showed that the NLP/ML program had high accuracy in identifying goals-of-care discussions, indicating potential applications in research outcomes and quality metrics.

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