Comparison of clinical characteristics between original cohort and borderline SMOTE-ENN balanced cohort in M0 and M1 gastric cancer.

<p>Comparison of clinical characteristics between original cohort and borderline SMOTE-ENN balanced cohort in M0 and M1 gastric cancer.</p>

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Bibliographic Details
Main Author:	Shaoxue Yang (9517160) (author)
Other Authors:	Han Lei (417024) (author)
Published:	2025
Subjects:	Biochemistry Molecular Biology Developmental Biology Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified zhejiang provincial hospital ten laboratory indicators shapley additive explanations retrospectively analyzed 1 logistic regression emerged high mortality rates edited nearest neighbors driven risk stratification borderline synthetic minority among five models 922 &# 8211 897 &# 8211 867 &# 8211 843 &# 8211 833 &# 8211 926 ), respectively zhejiang cancer hospital guide preoperative decision external test cohort optimal predictive model identified key metastasis 009 gc patients 962 ), recall nine clinical features xlink "> univariate shap analysis revealed xlink "> 947 ), preoperative prediction identified features gastric cancer distant metastasis development cohort clinical features significant role sampling technique sampling method related features predictions made online tool necessitating advancements multivariate analyses management strategies machine learning highest area feature importance early detection differentiation grade ct stage composite indices
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