technique

LLM-augmented clinical NLP pipeline

techniqueactiveprovisionalllm-augmented-clinical-nlp-pipeline-a45bd294·1 events·first seen 15d ago

Aliases: LLM-augmented clinical NLP pipeline

Co-occurring entities

AUPRC evidence extraction Australian Emergency Department triage notes

More like this (12)

Clinical NLP LLM-based code change labeling pipeline human-LLM collaborative annotation LLM-Guided Evolution for Medical Decision Pipelines LLM-assisted theme discovery pipeline EIT-NLP Leveraging Audio-LLMs to Filter Speech-to-Speech Training Data LLM-based content classification SpeechLLM LLM inference LLM Agent Classroom LLM Pretraining

Recent events (1)

4arXiv · cs.CL·15d ago·source ↗

Evidence-Augmented ML for Self-Harm Surveillance in Emergency Department Triage Notes

Researchers developed a three-stage pipeline combining traditional machine learning with LLM-based screening and evidence extraction to detect self-harm in Australian emergency department triage notes. The system achieved AUPRCs around 0.88 in both internal and external validation, and transferred to two external hospital sites without site-specific retraining. A notable capability is identifying the primary self-harm method with 95% accuracy, enabling more granular public health surveillance beyond binary classification.

Enterprise Deployment Patterns AUPRC LLM-augmented clinical NLP pipeline evidence extraction +1 more