Ulster Hospital

Evaluating LLMs for named entity recognition: a cost-benefit analysis in the legal domain

Abstract Within the legal domain, named entity recognition (NER) is an essential pre-processing tool for important tasks such as information extraction and redaction. Research to date has focused on rule-based approaches or machine learning strategies that require significant tim...

Support on the front line: a review of preceptorship in UK ambulance services

Background: Preceptorship is relatively new in paramedic education. It is intended to ease transition from theory to practice, reduce transition shock for students and support professional identity. However, it can be limited by time constraints and systemic barriers, and the ter...