Zhicheng Lin

From Prompts to Constructs: A Dual-Validity Framework for Large Language Model Research in Psychology.

This review argues that robust AI psychological research requires integrating two methodological traditions: psychometric validation of what a score means and causal inference standards for what the results warrant, developing a dual-validity framework in which evidentiary demands scale with scientific ambition.