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The study investigates whether the psychometric properties of GPT scoring are comparable to those of human scoring when scoring university students’ constructed responses in scenario-based assessment. We explore various GPT prompting methods and compare the factor structures and Rasch models fitted to GPT-scored data with those of human-scored data.