May 25, 2025 · In this blog, we’ll dive into how we can use NLP to extract meaningful information from clinical notes in the MIMIC-III dataset. We’ll cover concepts like Named Entity Recognition (NER),...

In this paper, we report the performance of a natural language processing model that can map clinical notes to medical codes, and predict final diagnosis from unstructured entries of history of present …

Mar 5, 2020 · Patient notes of MIMIC-III, a dataset collected from Intensive Care Units of a large tertiary care hospital in Boston, were manually annotated for the presence of several high-context …

In this work, we used clinical notes from the MIMIC-III database and evaluated three annotation systems to identify four types of entities: (1) procedure, (2) disorder, (3) drug, and (4) anatomy. Our …

Clinical Narrative Summarization can be performed following three different approaches-statistical learning approach, machine learning approach and deep learning approach. Since interpreting and …

We incorporate self and cross-attention mechanisms across different notes for emphasizing terms that are common and more indicative of a phenotype to enhance the prediction.

Nov 29, 2022 · For people interested in utilizing clinical notes for the research, the MIMIC-III dataset is likely to be the only publicly available dataset. Even though the MIMIC-IV dataset (which is more up …