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Prediction model of ocular metastasis from primary liver cancer: Machine learning‐based development and interpretation study

Authors :
Jin‐Qi Sun
Shi‐Nan Wu
Zheng‐Lin Mou
Jia‐Yi Wen
Hong Wei
Jie Zou
Qing‐Jian Li
Zhao‐Lin Liu
San Hua Xu
Min Kang
Qian Ling
Hui Huang
Xu Chen
Yi‐Xin Wang
Xu‐Lin Liao
Gang Tan
Yi Shao
Source :
Cancer Medicine, Vol 12, Iss 20, Pp 20482-20496 (2023)
Publication Year :
2023
Publisher :
Wiley, 2023.

Abstract

Abstract Background Ocular metastasis (OM) is a rare metastatic site of primary liver cancer (PLC). The purpose of this study was to establish a clinical predictive model of OM in PLC patients based on machine learning (ML). Methods We retrospectively collected the clinical data of 1540 PLC patients and divided it into a training set and an internal test set in a 7:3 proportion. PLC patients were divided into OM and non‐ocular metastasis (NOM) groups, and univariate logistic regression analysis was performed between the two groups. The variables with univariate logistic analysis p

Details

Language :
English
ISSN :
20457634
Volume :
12
Issue :
20
Database :
Directory of Open Access Journals
Journal :
Cancer Medicine
Publication Type :
Academic Journal
Accession number :
edsdoj.fccc9b65aaee4205b013568bcf80097e
Document Type :
article
Full Text :
https://doi.org/10.1002/cam4.6540