MIMIC-IV-Note
PulseAugur coverage of MIMIC-IV-Note — every cluster mentioning MIMIC-IV-Note across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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New DeidSharp toolkit uses local LLM for clinical text de-identification
A new open-source toolkit called DeidSharp has been developed to de-identify clinical text by layering a local large language model (LLM) with rule-based and named-entity recognition (NER) detectors. This approach aims …
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New dataset structures clinical notes using LLMs for enhanced medical research
Researchers have developed MIMIC-Note-Extract (MNE), a new dataset designed to structure free-text clinical information from MIMIC-IV-Note discharge summaries. This dataset utilizes a hybrid approach combining determini…
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New benchmark improves SNOMED CT concept recommendation from clinical text
Researchers have developed a new benchmark for recommending SNOMED CT concepts from masked clinical contexts, aiming to improve the standardization and interoperability of clinical language. The study utilized the SNOME…
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AI pipeline flags nearly 70% of EHRs for documentation inconsistencies
Researchers have developed a two-stage large language model pipeline to automatically detect inconsistencies within Electronic Health Records (EHRs). The system, utilizing Gemini 2.5 Pro for initial candidate identifica…
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New MedLoCoMo benchmark tests LLMs on long-context medical dialogue
Researchers have introduced MedLoCoMo, a new benchmark designed to evaluate the long-context medical dialogue capabilities of large language models. This benchmark, derived from MIMIC-IV and MIMIC-IV-Note records, focus…