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A population-based cohort study for presence of ulceration among cutaneous malignant melanoma subgroups of patients.

Xinrui Li,Zichao Li,Xiaowei Yi,Xianchun Gao, Zhe Yang,Xingning Huang, Sijie Ma,Tianyuan Ma, Ziyi Deng,Lei Shang,Zhe Jian

Frontiers in oncology（2022）

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Abstract
Ulceration in all subgroups were shown to have a significantly negative impact on MSS and its magnitude of effect was monotonically decreased as the disease progressed. The true effect of ulceration can be adjusted by MSAS and its correctness was validated through a variety of approaches.
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Key words
causal inference,confounding effects,cutaneous malignant melanoma,directed acyclic graph,sensitivity analysis,ulceration
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