From pixels to prognosis: unveiling radiomics models with SHAP and LIME for enhanced interpretability
S Raptis, C Ilioudis, K Theodorou - Biomedical Physics & …, 2024 - iopscience.iop.org
Radiomics-based prediction models have shown promise in predicting Radiation
Pneumonitis (RP), a common adverse outcome of chest irradiation. Τhis study looks into …
Pneumonitis (RP), a common adverse outcome of chest irradiation. Τhis study looks into …
Classifying Dementia Severity using MRI Radiomics Analysis of the Hippocampus and Machine learning
Dementia is a leading cause of global mortality, with limited treatment options available.
Patients progress through three stages: cognitive normal (CN), mild cognitive impairment …
Patients progress through three stages: cognitive normal (CN), mild cognitive impairment …
Harmonizing Radiomics and Interpretable AI: Precision and Transparency in Oncological Prognostication
This research aims to improve the understandability and trustworthiness of prediction
models in oncological prognostication by incorporating advanced methods like SHAP …
models in oncological prognostication by incorporating advanced methods like SHAP …
[HTML][HTML] Uncovering the Diagnostic Power of Radiomic Feature Significance in Automated Lung Cancer Detection: An Integrative Analysis of Texture, Shape, and …
Background: Lung cancer still maintains the leading position among causes of death in the
world; the process of early detection surely contributes to changes in the survival of patients …
world; the process of early detection surely contributes to changes in the survival of patients …
Radiation Pneumonitis Prediction Using Dual-Modal Data Fusion Based on Med3D Transfer Network
J Tang, H Wang, D Wu, Y Kong, J Huang… - Journal of Imaging …, 2024 - Springer
Radiation pneumonitis (RP) is an inflammatory reaction in the lungs caused by radiation
therapy. The etiology of RP is complex and varied, making it challenging to establish …
therapy. The etiology of RP is complex and varied, making it challenging to establish …