Entity · technique

evidence extraction

techniqueactiveevidence-extraction-66551d56·1 events·first seen Jun 2, 2026

Aliases: evidence extraction

Co-occurring entities

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

More like this (12)

MIRA-Ev: A Benchmark for Granular Evidence Detection and Relational Reasoning in Clinical Exams ST-Evidence Same Evidence, Different Target: Decoding How Diagnostic Evidence Bears on Causal Questions from Language-Model States Clinical Evidence Graph Memory skill extraction Hyper-Extract Evidence-Grounded F1 ST-Evidence-Instruct Dual-Evidence Gradient Purification Bridge Evidence: Static Retrieval Utility Does Not Predict Causal Utility in Multi-Step Agentic Search Grounding LLM Reasoning under Incomplete Graph Evidence Claim-Evidence-Reasoning

Recent events (1)

4arXiv · cs.CL·Jun 2, 2026·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