Invisible Text Injection and Peer Review by AI Models

20262 citationsJournal Articlegold Open Access

Authors

Byungjin Choi · Ajou University

Tae Joon Jun · University of Ulsan

Joung Won Sung · Ulsan College

Il Woo Park · Gachon University Gil Medical Center

Jeong-Moo Lee · Ewha Womans University

Soo Ick Cho · Institute for National Security Strategy

Hyung Jun Park ·

Abstract

This quality improvement study assesses the vulnerability of leading commercial large language models to invisible text injection manipulation in simulated medical peer review.

Topics & Keywords

Artificial Intelligence in Healthcare and Education Topic Modeling Academic integrity and plagiarism

Publication Details

Published in: JAMA Network Open

Volume 9, Issue 1, pp. e2552099-e2552099

DOI: 10.1001/jamanetworkopen.2025.52099

Field-Weighted Citation Impact: 41.18

Command Palette

Invisible Text Injection and Peer Review by AI Models

Authors

Abstract

Topics & Keywords

Publication Details