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Publication Name World Journal of Gastrointestinal Oncology
Manuscript ID 114782
Country China
Category Gastroenterology & Hepatology
Manuscript Type Retrospective Study
Article Title Predicting the magnitude of risk for non-curative endoscopic submucosal dissection in superficial esophageal cancer using explainable artificial intelligence
Manuscript Source Unsolicited Manuscript
All Author List Zi-Chen Luo, Hai-Yang Guo, Xiao Tang, Xin-Rui Chen, Cheng-Yu Zhang, Yu-Tong Cui, Ji Zuo, Hao-Rui Li, Xue-Mei Hou, Hao Chen, Shao-Bi Song and Xian-Fei Wang
Funding Agency and Grant Number
Corresponding Author Xian-Fei Wang, Chief Physician, Full Professor, Department of Gastroenterology, Affiliated Hospital of North Sichuan Medical College, No. 1 Maoyuan South Road, Shunqing District, Nanchong 637000, Sichuan Province, China. wangxianfei@nsmc.edu.cn
Key Words Superficial esophageal cancer; Non-curative resection; Least absolute shrinkage and selection operator regression; Machine learning; Endoscopic submucosal dissection
Core Tip This multicenter study produced an online, interpretable prediction tool that quantifies the preoperative risk of non-curative endoscopic submucosal dissection for superficial esophageal cancer. With a clear cutoff (Shapley Additive exPlanations value ≥ 0.185), it provides immediate, transparent guidance: High-risk patients are directed to radical surgery, while low-risk ones are confirmed as endoscopic submucosal dissection candidates, ensuring the first treatment choice is optimal.
Citation Luo ZC, Guo HY, Tang X, Chen XR, Zhang CY, Cui YT, Zuo J, Li HR, Hou XM, Chen H, Song SB, Wang XF. Predicting the magnitude of risk for non-curative endoscopic submucosal dissection in superficial esophageal cancer using explainable artificial intelligence. World J Gastrointest Oncol 2025; In press
Received
2025-09-29 02:27
Peer-Review Started
2025-09-29 02:27
First Decision by Editorial Office Director
2025-10-22 09:17
Return for Revision
2025-10-23 11:11
Revised
2025-10-31 17:20
Publication Fee Transferred
2025-11-04 12:27
Second Decision by Editor
2025-12-19 02:34
Second Decision by Editor-in-Chief
Final Decision by Editorial Office Director
2025-12-19 07:18
Articles in Press
2025-12-19 07:18
Edit the Manuscript by Language Editor
Typeset the Manuscript
ISSN 1948-5204 (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/
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