2026-10-11T15:33:16Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33975350 2026-09-23T17:27:53Z category_734 category_931 category_106 portal_5 item_type_3 month_year_09_2026

<p>Four levels of evidence in GenAI-assisted psychometric measurement.</p> David Villarreal-Zegarra (6385379) Yscenia Paredes-Gonzales (23586539) Jackeline García-Serna (15302530) Biological Sciences not elsewhere classified Information Systems not elsewhere classified Science Policy support psychological assessment generative artificial intelligence extract structured information ecological momentary assessment support multimodal integration large multimodal models secure data governance remain raw data multimodal systems human data data quality transparent reporting theoretically specified text responses technically verified synthetic respondents social media signal generation review proposes response processes refine wording psychometric measures psychometric applications privacy failures model drift measurement workflows intended use increasingly used explicit rules establish validity empirically calibrated digital traces deployment monitoring continuous monitoring compressed variability clinical notes clinical meaning classify open candidate indicators automation bias algorithmic scores algorithmic bias <p>Four levels of evidence in GenAI-assisted psychometric measurement.</p> 2026-09-23T17:27:50Z Dataset Dataset 10.1371/journal.pmen.0000702.t001 https://figshare.com/articles/dataset/_p_Four_levels_of_evidence_in_GenAI-assisted_psychometric_measurement_p_/33975350 CC BY 4.0