Publication Name	World Journal of Clinical Cases
Manuscript ID	126704
DOI	10.12998/wjcc.126704
Country	China

Category	Gastroenterology & Hepatology
Manuscript Type	Retrospective Study
Article Title	Deep self-organizing competitive neural network for magnetically controlled capsule endoscopy-based auxiliary diagnosis of clinically significant gastric lesions
Manuscript Source	Unsolicited Manuscript
All Author List	Ying-Ying Song, Chun-Mei Wang, Zhao-Yu Chen, Peng-Jie Xu and Jing Zhang
Funding Agency and Grant Number	Funding Agency Grant Number Shanghai Municipal Health Commission Seed Program for Medical New Technology Research and Translation 2024ZZ2048 Public Sector Research Project in Fengxian District, Shanghai FXKX-2025-006 Zhejiang University Education Foundation Project 2025-KY-301(K) Engineering Research Center for Big Data Application in Private Health Medicine of Fujian Universities, Putian University, Putian, Fujian 351100, China MKF202406
Corresponding Author	Jing Zhang, Department of Gastroenterology, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, No. 600 Yishan Road, Shanghai 200233, China. jing5522724@vip.163.com
Key Words	Auxiliary diagnosis; Magnetically controlled capsule endoscopy; Deep self-organizing competitive neural network; Text convolutional neural network; Clinically significant gastric lesions
Core Tip	Magnetically controlled capsule endoscopy (MCCE) is a well-tolerated alternative to invasive gastroscopy, but its diagnostic efficiency and consistency are limited by large data volume and physician-dependent diagnosis. This study constructs a deep self-organizing competitive neural network (DSomNN) to enhance MCCE-based diagnostic accuracy and efficiency, and the DSomNN performs well in gastric cancer risk prediction, addresses MCCE limitations, and serves as a valuable auxiliary tool for clinical gastroenterology decision-making.
Citation	Song YY, Wang CM, Chen ZY, Xu PJ, Zhang J. Deep self-organizing competitive neural network for magnetically controlled capsule endoscopy-based auxiliary diagnosis of clinically significant gastric lesions. World J Clin Cases 2026; In press DOI: https://doi.org/10.12998/wjcc.126704
PDF	126704.pdf

Received	2026-08-20 02:54
Peer-Review Started	2026-08-20 02:54
First Decision by Editorial Office Director
Return for Revision	2026-09-10 03:36
Revised	2026-09-18 06:38
Publication Fee Transferred	2026-09-30 08:52
Second Decision by Editor	2026-10-13 02:58
Second Decision by Editor-in-Chief
Final Decision by Editorial Office Director	2026-10-13 02:59
Articles in Press	2026-10-13 02:59
Edit the Manuscript by Language Editor
Typeset the Manuscript	2026-10-13 04:06

ISSN	2307-8960 (online)
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