In Silico Assessment of Nanoparticle Toxicity Powered by the Enalos Cloud Platform: Integrating Automated Machine Learning and Synthetic Data for Enhanced Nanosafety Evaluation

AbbreviationsADASYN

Adaptive synthetic sampling approach for imbalanced learning

AI

Artificial intelligence

autoML

Automated machine learning

CNP

Common neighbour parameter

DFT

Density functional theory

FAIR

Findability, accessibility, interoperability, reusability

GUI

Graphical user interface

HTS

High throughput screening

IATA

Integrated approach to testing and assessment

MCC

Matthews correlation coefficient

NAM

New approach methodology

OECD

Organisation for economic co-operation and development

PBPK

Physiologically-based pharmacokinetic modelling

QMRF

QSAR model reporting format

QSAR

Quantitative structure-activity relationship

SMOTE

Synthetic minority over-sampling technique

SSbD

Safe and sustainable by design

Keywords

Nanoinformatics

synthetic data

automated machine learning

safety and sustainability by design

© 2024 The Author(s). Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology.

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