AI-Based Structured Information Extraction From Synthetic Nursing Handover Transcripts: Comparative Evaluation of Large Language Models

Aaron Conway   ^{1, 2, 3} , BN, RN, PhD ;   Adriana Hada   ³ , RN, PhD ;   Jessica Schluter   ³ , RN, PhD ;   Hui (Grace) Xu   ^{1, 2} , NP, PhD ;   Dan Lowden   ⁴ , MBBS ;   Tim Miller   ⁵ , PhD ;   Ken Donald   ⁶ , MBBS, PhD ;   Andrew Teodorczuk   ^{3, 7, 8} , BSc, MD, MBChB

¹ Centre for Healthcare Transformation, Queensland University of Technology, Brisbane, QLD, Australia

² School of Nursing, Queensland University of Technology, Brisbane, Australia

³ The Prince Charles Hospital, Metro North Health, Brisbane, Australia

⁴ Caboolture Hospital, Brisbane, Australia

⁵ School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia

⁶ School of Medicine & Dentistry, Griffith University, Gold Coast, Queensland, Australia

⁷ The University of Queensland Northside Clinical Unit, The University of Queensland, Brisbane, Australia

⁸ Royal Australian and New Zealand College of Psychiatrists, Melbourne, Australia