Comparative Detector Analysis for the Identification of Academic Articles Synthesized by Artificial Intelligence in the Field of Ophthalmology

ChatGPT-4o demonstrated the ability to synthesize new texts with referenced citations within seconds, capable of bypassing plagiarism detectors. However, AI detectors showed limitations in achieving absolute accuracy and occasionally misclassified original texts. Even with the most accurate AI detectors, a simple paraphrasing method significantly compromised prediction accuracy, highlighting the need for improved detection strategies and ethical oversight.

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Publication Details

Journal
Beyoglu Eye Journal
Published
2025-01-01
DOI
https://doi.org/10.14744/bej.2025.70973
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Comparative Detector Analysis for the Identification of Academic Articles Synthesized by Artificial Intelligence in the Field of Ophthalmology

Şebnem Kaya Ergen
Beyoglu Eye Journal
Artificial Intelligence in Healthcare and Education
article

Comparative Detector Analysis for the Identification of Academic Articles Synthesized by Artificial Intelligence in the Field of Ophthalmology

Şebnem Kaya Ergen
article en

Abstract

ChatGPT-4o demonstrated the ability to synthesize new texts with referenced citations within seconds, capable of bypassing plagiarism detectors. However, AI detectors showed limitations in achieving absolute accuracy and occasionally misclassified original texts. Even with the most accurate AI detectors, a simple paraphrasing method significantly compromised prediction accuracy, highlighting the need for improved detection strategies and ethical oversight.

Beyoglu Eye JournalVol. 10(3)
Kocaeli Üniversitesi (TR)
Openalex Percentile: Top 80%
Artificial Intelligence in Healthcare and Education
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