TC check: a web app for thyroid cancer recurrence prediction using explainable machine learning

The study presented an effective and interpretable stacking ensemble learning framework for predicting TC recurrence. By deploying the proposed framework as a web prediction tool, it enables explainable and individualized clinical decision support, thereby enhancing its translational value in real-world settings. Furthermore, the framework serves as a methodological reference for recurrence prediction in other cancer types.

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Publication Details

Journal
Journal of Cancer Research and Clinical Oncology
Published
2025-12-17
DOI
https://doi.org/10.1007/s00432-025-06377-6
Primary Topic
Thyroid Cancer Diagnosis and Treatment
Type
article
Field-Weighted Citation Impact
0.00

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article

TC check: a web app for thyroid cancer recurrence prediction using explainable machine learning

H.L. Wen, Xiaohua Li, Xia Zhao
Journal of Cancer Research and Clinical Oncology
Thyroid Cancer Diagnosis and Treatment
article

TC check: a web app for thyroid cancer recurrence prediction using explainable machine learning

H.L. Wen, Xiaohua Li, Xia Zhao
article en

Abstract

The study presented an effective and interpretable stacking ensemble learning framework for predicting TC recurrence. By deploying the proposed framework as a web prediction tool, it enables explainable and individualized clinical decision support, thereby enhancing its translational value in real-world settings. Furthermore, the framework serves as a methodological reference for recurrence prediction in other cancer types.

Journal of Cancer Research and Clinical OncologyVol. 152(1)
General Hospital of Guangzhou Military Command (CN)
Basic and Applied Basic Research Foundation of Guangdong Province
Openalex Percentile: Top 47%
Thyroid Cancer Diagnosis and Treatment
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