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8/26/2025 10:18:29 AM | Browse: 142 | Download: 352
Publication Name World Journal of Psychiatry
Manuscript ID 108359
Country Türkiye
Received
2025-04-13 11:50
Peer-Review Started
2025-04-21 00:19
First Decision by Editorial Office Director
2025-05-12 02:25
Return for Revision
2025-05-12 02:25
Revised
2025-05-16 08:36
Publication Fee Transferred
Second Decision by Editor
2025-06-23 11:35
Second Decision by Editor-in-Chief
Final Decision by Editorial Office Director
2025-06-30 09:44
Articles in Press
2025-06-30 09:44
Edit the Manuscript by Language Editor
2025-07-20 23:38
Typeset the Manuscript
2025-08-15 09:40
Publish the Manuscript Online
2025-08-26 10:18
ISSN 2220-3206 (online)
Open Access This article is an open-access article that was selected by an in-house editor and fully peer-reviewed by external reviewers. It is distributed in accordance with the Creative Commons Attribution NonCommercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/Licenses/by-nc/4.0/
Copyright © The Author(s) 2025. Published by Baishideng Publishing Group Inc. All rights reserved.
Article Reprints For details, please visit: http://www.wjgnet.com/bpg/gerinfo/247
Permissions For details, please visit: http://www.wjgnet.com/bpg/gerinfo/207
Publisher Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA
Website http://www.wjgnet.com
Category Computer Science, Artificial Intelligence
Manuscript Type Observational Study
Article Title Self-AttentionNeXt: Exploring schizophrenic optical coherence tomography image detection investigations
Manuscript Source Invited Manuscript
All Author List Mehmet Kaan Kaya, Sermal Arslan, Suheda Kaya, Gulay Tasci, Burak Tasci, Filiz Ozsoy, Sengul Dogan and Turker Tuncer
ORCID
Author(s) ORCID Number
Gulay Tasci http://orcid.org/0000-0003-2078-0182
Burak Tasci http://orcid.org/0000-0002-4490-0946
Sengul Dogan http://orcid.org/0000-0001-9677-5684
Funding Agency and Grant Number
Corresponding Author Sengul Dogan, Professor, Department of Digital Forensics Engineering, College of Technology, Firat University, University district, Elazig 23119, Türkiye. sdogan@firat.edu.tr
Key Words Self-AttentionNeXt; Optical coherence tomography image classification; Schizophrenia detection; Biomedical image classification; Deep learning in ophthalmology; Retinal imaging biomarkers
Core Tip This study presents Self-AttentionNeXt, a novel deep learning architecture that integrates self-attention mechanisms from transformer models with convolutional neural networks for the classification of optical coherence tomography images. By focusing on retinal image regions most relevant to schizophrenia, the model achieves high diagnostic accuracy. The integration of inverted bottleneck attention blocks and residual connections enhances both feature representation and training stability. Self-AttentionNeXt demonstrates that combining attention mechanisms with convolutional neural networks can offer a powerful tool for supporting ophthalmic evaluation in patients with schizophrenia.
Publish Date 2025-08-26 10:18
Citation

Kaya MK, Arslan S, Kaya S, Tasci G, Tasci B, Ozsoy F, Dogan S, Tuncer T. Self-AttentionNeXt: Exploring schizophrenic optical coherence tomography image detection investigations. World J Psychiatry 2025; 15(9): 108359

URL https://www.wjgnet.com/2220-3206/full/v15/i9/108359.htm
DOI https://dx.doi.org/10.5498/wjp.v15.i9.108359
Full Article (PDF) WJP-15-108359-with-cover.pdf
STROBE Statement 108359-STROBE-statement.pdf
Manuscript File 108359_Auto_Edited_070914.docx
Answering Reviewers 108359-answering-reviewers.pdf
Audio Core Tip 108359-audio.mp3
Biostatistics Review Certificate 108359-biostatistics-statement.pdf
Conflict-of-Interest Disclosure Form 108359-conflict-of-interest-statement.pdf
Copyright License Agreement 108359-copyright-assignment.pdf
Signed Informed Consent Form(s) or Document(s) 108359-informed-consent-statement.pdf
Institutional Review Board Approval Form or Document 108359-institutional-review-board-statement.pdf
Non-Native Speakers of English Editing Certificate 108359-non-native-speakers.pdf
Peer-review Report 108359-peer-reviews.pdf
Scientific Misconduct Check 108359-scientific-misconduct-check.png
Scientific Editor Work List 108359-scientific-editor-work-list.pdf
CrossCheck Report 108359-crosscheck-report.pdf