technique

evidence extraction

techniqueactiveprovisionalevidence-extraction-66551d56·1 events·first seen 15d ago

Aliases: evidence extraction

Co-occurring entities

AUPRC LLM-augmented clinical NLP pipeline Australian Emergency Department triage notes

More like this (12)

skill extraction Dual-Evidence Gradient Purification synthetic data evaluation meta-analysis Formal Proof Search Evidence-Diagnosed Intervention Training Attention Expansion: Enhancing Keyphrase Extraction from Long Documents with Attention-Augmented Contextualized Embeddings Research Gap Inference EIT-NLP causal discovery LLM-augmented clinical NLP pipeline MedCaseReasoning

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