| WHO | World Health Organization |
| HTS | High-Throughput Screening |
| ACT | Artemisinin-based Combination Treatment |
| CQ | Chloroquine |
| APIs | Active Pharmaceutical Ingredients |
| QSAR | Quantitative Structure–Activity relationships |
| QSPR | Quantitative Structure–Property relationships |
| RFE | Recursive Feature Elimination |
| SMILES | Simplified Molecular-Input Line-Entry System |
| ANN | Artificial Neural Network |
| SVM | Support Vector Machine |
| RF | Random Forest |
| XGB | Extreme Gradient Boost |
| LR | Logistic Regression |
| SIDs | Substance Identifier |
| CIDs | Compound Identifier |
| InChIs | International Chemical Identifier |
| InChIKeys | International Chemical Identifier Keys |
| IUPAC | International Union of Pure and Applied Chemistry |
| SMO | Sequential Minimization Optimization |
| BLR | Binary Logistic Regression |