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Application of SHAP for Explainable Machine Learning on Age-Based Subgrouping Mammography Questionnaire Data for Positive Mammography Prediction and Risk Factor Identification

Mammography is considered the gold standard for breast cancer screening. Multiple risk factors that affect breast cancer development have been identified; however, there is an ongoing debate regarding the significance of these factors. Machine learning (ML) models and Shapley Additive Explanation (S...

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Detalles Bibliográficos
Autores principales: Sun, Jeffrey, Sun, Cheuk-Kay, Tang, Yun-Xuan, Liu, Tzu-Chi, Lu, Chi-Jie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10379972/
https://www.ncbi.nlm.nih.gov/pubmed/37510441
http://dx.doi.org/10.3390/healthcare11142000