Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content

While existing AI detection tools can meaningfully distinguish plausible AI use conditions, reliability across these tools is variable. Human scoring accuracy is uniformly low. Use of AI detection tools by scholars and journal editors may assist in determining potentially unethical use but they should not be relied upon alone at this time.

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Publication Details

Journal
Advances in Simulation
Published
2025-11-22
DOI
https://doi.org/10.1186/s41077-025-00396-6
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content

Viviane Mallette, David Krieser, Yiqun Lin, Samantha Wirkowski et al.
Advances in Simulation
Artificial Intelligence in Healthcare and Education
article

Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content

Viviane Mallette, David Krieser, Yiqun Lin, Samantha Wirkowski, Gabriel Reedy, Christine L.M. Joseph, Adam Cheng, Aaron W. Calhoun, Vikhashni Nagesh
article en

Abstract

While existing AI detection tools can meaningfully distinguish plausible AI use conditions, reliability across these tools is variable. Human scoring accuracy is uniformly low. Use of AI detection tools by scholars and journal editors may assist in determining potentially unethical use but they should not be relied upon alone at this time.

Advances in SimulationVol. 10(1)
University of Louisville (US), The University of Melbourne (AU), University of Calgary (CA), King's College London (GB), Centre Hospitalier Universitaire de Sherbrooke (CA), Alberta Children's Hospital (CA), Kosair Children's Hospital (US), King's College School (GB), Norton Hospital (US), University of Louisville Hospital (US)
Openalex Percentile: Top 71%
Artificial Intelligence in Healthcare and Education
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Ability of AI detection tools and humans to accurately identify different forms of AI-generated written content — Viviane Mallette, David Krieser, et al. · Advances in Simulation (2025) | TGRS Research Map | TGRS