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Extracting clinical chief complaints from patient-physician conversations with a non-AI detection model

2025-12-12 health systems and quality improvement Title + abstract only
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Generative artificial intelligence (GenAI) applications have been at the forefront of clinical documentation assistants, aiming to reduce physician notetaking burden. However, GenAI systems are resource-intensive, and deployment in low-resource healthcare settings can be challenging and cost prohibitive. We present a symbolic reasoning model (SRM) for detecting chief complaints from clinical conversations and evaluate it against two large language models (LLMs), Gemma2-9b and Llama3.3-70B-Versat...

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