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Computer Methods and Programs in Biomedicine|September 28, 2025
Beyond predictive accuracy: Statistical validation of feature importance in biomedical machine learningSouichi Oka, Nobuko Inoue, Yoshiyasu TakefujiEuropean Journal of Radiology|July 15, 2025
Complementing interpretable machine learning with synergistic analytical strategies for thyroid cancer recurrence predictionSouichi Oka, Yoshiyasu TakefujiThe Science of the Total Environment|May 24, 2025
Letter to the Editor regarding "Prediction of PFAS bioaccumulation in different plant tissues with machine learning models based on molecular fingerprints" by Song et al. (2024), Sci. Total Environ. 950 175091Souichi Oka, Yoshiyasu TakefujiCancers|February 27, 2026
Revisiting AI Interpretability in Precision Oncology: Why Predictive Accuracy Does Not Ensure Stable Feature ImportanceSouichi Oka, Yoshiyasu TakefujiJournal of Hazardous Materials|April 24, 2025
Comments on "Dialogue between algorithms and soil: Machine learning unravels the mystery of phthalates pollution in soil" by Pan et al. (2025)Souichi Oka, Yoshiyasu TakefujiEnvironmental Research|August 24, 2025
Beyond model-specific biases: An explainable multifaceted approach for robust PM<sub>10</sub> source apportionmentSouichi Oka, Takuma Yamazaki, Yoshiyasu TakefujiFood Chemistry|September 3, 2025
Addressing Bias in machine learning feature importance for food quality assessmentSouichi Oka, Takuma Yamazaki, Yoshiyasu TakefujiBriefings in Bioinformatics|April 9, 2026
Addressing biases and limitations in feature attribution for circRNA modification profilingSouichi Oka, Kota Takemura, Yoshiyasu TakefujiNeurotoxicology|April 22, 2026
Reconsidering Principal Component Analysis in Neurodevelopmental Studies: A Call for Advanced FrameworksSouichi Oka, Ryota Ono, Yoshiyasu TakefujiComputers in Biology and Medicine|July 12, 2025
Letter to the Editor: Complementary statistical approaches for interpreting machine learning feature importance in osteoporosis riskSouichi Oka, Takuma Yamazaki, Yoshiyasu TakefujiPageof 11