NanoTox

TiO2 Nanoparticle Toxicity Prediction using Explainable Machine Learning

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Single Prediction

Predict cell viability for a single TiO2 nanoparticle sample with detailed explanations

Batch Prediction

Upload a CSV file to predict toxicity for multiple samples at once

About the Model

  • Explainable Boosting Machine (EBM) - interpretable machine learning model
  • TiO2 Nanoparticles - predicts cell viability based on nanoparticle characteristics
  • 7 Input Features - Shape, Crystalline form, Diameter, Cell Type, Time, Test, Concentration
  • Feature Contributions - understand which factors influence the prediction