DETERIO-LLM: enhancing traditional deterioration risk scores with clinical context and advanced reasoning
DETERIO-LLM, a hybrid prediction model that selectively integrates large language models with a deep learning model to reclassify borderline-risk alerts using narrative clinical notes, substantially improves clinical utility through a marked reduction in false-positive cases, which is critical for mitigating alert fati...