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Environmental Science Nano

Curation of datasets, assessment of their quality and completeness, and nanoSAR classification model development for metallic nanoparticles

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Chemical Research in Toxicology

Quasi-SMILES-Based Nano-Quantitative Structure-Activity Relationship Model to Predict the Cytotoxicity of Multiwalled Carbon Nanotubes to Human Lung Cells

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Environmental Science Nano

Effects of Agglomeration on In Vitro Dosimetry and Cellular Association of Silver Nanoparticles

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Scientific Reports

Toxicity Classification of Oxide Nanomaterials: Effects of Data Gap Filling and PChem Score-based Screening Approaches

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Is your materials NANO?

- What is the definition of "Nanomaterials"?
- Making Decision based on "Good Measurement & Analysis Practice"

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Safer NANO by Design

- "Safe by Design"?
- Expert System for Screening Safer Nanomaterials in R&D process
- How to use Safety Screening Expert System?

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S2NANO (HYU&TO21) joined ACEnano consortium!

- Analytical and Characterization Excellence in Nanomaterial Risk Assessment
- European Union Funding Program (H2020)

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ACEnano press release

- Legislative framework that will ensure safe development
- A widely implementable and robust tiered approach to nanomaterials physicochemical characterisation

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Prediction

Random Forest algorithm
  • - Bootstrap samples
  • - At each split, bootstrap variables
  • - Grow multiple trees and vote
Pros:
· Accuracy
· Robustness
Cons:
· Speed
· Interpretability
· Overfitting

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