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SciencePark Corporation (Japan)
Homepage:
sciencepark.co.jp
Alternate names:
SciencePark Corporation,
Sciencepark Corp,
サイエンスパーク株式会社
ROR:
03vrb0p48
OpenAlex ID:
I4405256174
Beyond predictive accuracy: Statistical validation of feature importance in biomedical machine learning
2025
·
Souichi Oka
, Nobuko Inoue
, et al.
·
Computer Methods and Programs in Biomedicine
·
8
Evaluating Linear Parametric Poisson Regression vs Nonparametric Unsupervised Learning in Ulcerative Colitis Data
2026
·
Yoshiyasu Takefuji
·
Gastroenterology
·
6
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 175091
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
The Science of The Total Environment
·
6
Revisiting AI Interpretability in Precision Oncology: Why Predictive Accuracy Does Not Ensure Stable Feature Importance
2026
·
Souichi Oka
, Yoshiyasu Takefuji
·
Cancers
·
5
PDF
Complementing interpretable machine learning with synergistic analytical strategies for thyroid cancer recurrence prediction
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
European Journal of Radiology
·
5
Letter to the Editor: Complementary statistical approaches for interpreting machine learning feature importance in osteoporosis risk
2025
·
Souichi Oka
, Takuma Yamazaki
, et al.
·
Computers in Biology and Medicine
·
4
Comments on "Toward prediction and insight of porosity formation in laser welding: A physics-informed deep learning framework"
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
Scripta Materialia
·
4
Addressing Bias in machine learning feature importance for food quality assessment
2025
·
Souichi Oka
, Takuma Yamazaki
, et al.
·
Food Chemistry
·
3
Comments on "Dialogue between algorithms and soil: Machine learning unravels the mystery of phthalates pollution in soil" by Pan et al. (2025)
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
Journal of Hazardous Materials
·
3
Pitfalls of XAI interpretation in environmental modeling: A warning on model bias in air quality data analysis
2025
·
Souichi Oka
, Takuma Yamazaki
, et al.
·
Environmental Modelling & Software
·
2
Beyond model-specific biases: An explainable multifaceted approach for robust PM10 source apportionment
2025
·
Souichi Oka
, Takuma Yamazaki
, et al.
·
Environmental Research
·
2
Reassessing lipid-mood disorder associations: The limitations of PCA for nonlinear patterns
2025
·
Soki Ogawa
, Souichi Oka
, et al.
·
Journal of Affective Disorders
·
2
Comment on "Optimized machine learning model for predicting unplanned reoperation after rectal cancer anterior resection"
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
European Journal of Surgical Oncology
·
2
Limits of SHAP feature importance in XGBoost–SOL Surrogates for catalytic Cracking: Correlation-Driven Bias, stability Diagnostics, and the Need for unsupervised validation
2026
·
Suyam Ghale
, Souichi Oka
, et al.
·
Fuel
·
1
Beyond feature importance: Validating true clinical associations in AI-driven psychiatric research through consistency and dose-response relationships
2026
·
Yoshiyasu Takefuji
·
Asian Journal of Psychiatry
·
1
Interpreting IDDSI-linked nutrient patterns: From correlations to compositional modules
2026
·
Souichi Oka
, Kiyo Yoshida
, et al.
·
Clinical Nutrition ESPEN
·
1
Letter to the Editor: Addressing the limitations of principal component analysis in dairy flavor research
2026
·
Souichi Oka
, Nobuko Inoue
, et al.
·
Journal of Dairy Science
·
1
PDF
Beyond linear and parametric assumptions: A call for robust models in donor extracellular vesicles transcriptomics
2025
·
Souichi Oka
, Kiyo Yoshida
, et al.
·
Journal of Thoracic and Cardiovascular Surgery
·
1
PDF
Letter Re: Development of an artificial intelligence-generated, explainable treatment recommendation system for urothelial carcinoma and renal cell carcinoma to support multidisciplinary cancer conferences
2025
·
Souichi Oka
, Takuma Yamazaki
, et al.
·
European Journal of Cancer
·
1
Clinical Machine Learning Pitfalls: Reliability of Feature Importance in Prediction of Continuous Renal Replacement Therapy in Acute Type A Aortic Dissection Assessment
2025
·
Souichi Oka
, Yoshiyasu Takefuji
·
Journal of Cardiothoracic and Vascular Anesthesia
·
1
PDF
Re-evaluating structural equation modelling in nursing research: Insights from compassion fatigue and empowerment in Chinese intensive care units
2025
·
Mana Egawa
, Souichi Oka
, et al.
·
Australian Critical Care
·
1
A Method of Firing Nearly Invisible 2D Code with Public/Secret Information onto Ceramic Products
2019
·
真樹 藤川
, 大二 大澤
, et al.
·
産業応用工学会論文誌
·
1
PDF
Separating AI Prediction Accuracy from Feature-Importance Reliability in Clinical Decision-Making
2026
·
Yoshiyasu Takefuji
·
The American Journal of Bioethics
Beyond SHAP: Exposing the instability of supervised feature importance and the necessity of external validation in soil microbiome research
2026
·
Yoshiyasu Takefuji
·
Soil Biology and Biochemistry
Multi-class bearing faults: Label-guided unsupervised ensemble with a One-vs-Rest benchmark of isolation forest methods
2026
·
Yoshiyasu Takefuji
·
Reliability Engineering & System Safety
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Works count:
69
Citation count:
84
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