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. 2026 Feb 3;14(2):152. doi: 10.3390/toxics14020152
ACC Accuracy
AD Applicability domain
AutoML Automated machine learning
CAS Chemical Abstracts Service
CATMoS Collaborative Acute Toxicity Modelling Suite
EPA Environmental Protection Agency
EU European Union
FAIR Findability, Accessibility, Interoperability, and Reusability
FN False negative
FP False positive
kNN k-nearest neighbours
LC 50 Acute inhalation toxicity
LD 50 Acute oral toxicity
MCC Matthews correlation coefficient
ML Machine learning
MW Molecular weight
NN Neural network
OECD Organisation for Economic Co-operation and Development
PFASs Per- and polyfluoroalkyl substances
PFHxS Perfluorohexane sulfonate
PFOA Perfluorooctanoic acid
PFOS Perfluorooctane sulfonate
PRE Precision
QMRF QSAR Model Reporting Format
QSAR Quantitative structure–activity relationship
RF Random forest
ROS Reactive oxygen species
SDF Simple data format
SEN Sensitivity
SHAP SHapley Additive exPlanations
SMILES Simplified molecular input line entry specification
SPE Specificity
TEST Toxicity Estimation Software Tool
TN True negative
TP True positive
U.S. United States
WHO World Health Organization
XGBoost eXtreme Gradient Boosting