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Xiangyu Liu

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Open access Aug 2026

What are we really measuring? The semantic confound in psychological scales and the case for theory-driven measurement

The replication crisis in psychology is now widely recognized as a crisis of measurement itself, not merely of questionable research practices. Recent critical work has revealed that many psychological scales may be measuring semantic associations rather than the psychological phenomena they purport to assess. This Hyp...

Xiangyu Liu · 0 citations

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