Rethinking psychometrics through LLMs: how item semantics shape measurement and prediction in psychological questionnaires
Sci Rep. 2025 Oct 24;15(1):37313. doi: 10.1038/s41598-025-21289-8. ABSTRACT Psychological questionnaires are typically designed to measure latent constructs by asking respondents a series of semantically related …