NanoQSAR model predictions on both the training and validation sets.
Material ID | Material | Training (T) validation (V) | True class 1: toxic, 0: nontoxic | Predicted class 1: toxic, 0: nontoxic | Probability of class 0 by the reduced model | Probability of class 1 by the reduced model |
---|---|---|---|---|---|---|
0 | Fe2O3-PLL27 | T | 0 | 0 | 0.52 | 0.48 |
1 | Uncoated γ-Fe2O3 (ref. 29) | T | 1 | 1 | 0.28 | 0.72 |
2 | d-Mannose-coated-γ-Fe2O3 (ref. 29) | T | 1 | 1 | 0.07 | 0.93 |
3 | Fe2O3-PLL29 | V | 1 | 1 | 0.28 | 0.72 |
4 | PDMAAm-coated-γ-Fe2O3-PLL29 | V | 1 | 1 | 0.28 | 0.72 |
5 | N-Dodecyl-PEI2k/SPIO30 | T | 0 | 0 | 1 | 0 |
6 | Iron oxide-loaded cationic nanovesicle31 | T | 0 | 0 | 1 | 0 |
7 | Iron oxide-loaded cationic nanovesicle31 | V | 0 | 0 | 1 | 0 |
8 | CMCS-SPIONs32 | V | 0 | 0 | 1 | 0 |
9 | ED-pullulan coating SPIO33 | T | 0 | 0 | 1 | 0 |
10 | IONP-6PEG-HA34 | T | 0 | 0 | 1 | 0 |
11 | PDMAAm-coated-γ-Fe2O3-PLL35 | T | 0 | 0 | 1 | 0 |
12 | Citrate SPION36 | V | 0 | 0 | 1 | 0 |
13 | d-Mannose-coated SPIONs29 | T | 1 | 1 | 0.15 | 0.85 |
14 | SPIO@SiO2–NH2 (ref. 37) | T | 0 | 0 | 0.95 | 0.05 |
15 | TAT-CLIO38 | T | 0 | 0 | 1 | 0 |