Table 6.
Provides the performances of the models generated using the Chemical + Phenotypic features.
| ADR event | Accuracy (%) | Precision | Recall | F-score | AUC |
|---|---|---|---|---|---|
| Arteritic anterior ischaemic optic neuropathy | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Autonomic neuropathy | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Nervous system disorder | 81.96 | 0.85 | 0.82 | 0.83 | 0.81 |
| Neuralgia | 86.88 | 0.93 | 0.91 | 0.92 | 0.62 |
| Neuritis | 88.52 | 0.94 | 0.93 | 0.93 | 0.61 |
| Neuritis retrobulbar | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Neuroleptic malignant syndrome | 93.44 | 0.96 | 0.96 | 0.96 | 0.68 |
| Neurologic reaction | 98.9 | 0.99 | 0.99 | 0.99 | 0.74 |
| Neurological impairment | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Neurological symptom | 96.72 | 0.97 | 0.98 | 0.98 | 0.49 |
| Neuromuscular block prolonged | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Neuromyopathy | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Neuropathy | 98.18 | 0.98 | 0.97 | 0.98 | 0.98 |
| Neuropathy peripheral | 76.5 | 0.87 | 0.83 | 0.85 | 0.61 |
| Neurosis | 92.89 | 0.97 | 0.94 | 0.96 | 0.68 |
| Neurotoxicity | 89.61 | 0.97 | 0.91 | 0.94 | 0.67 |
| Optic neuritis | 91.25 | 0.97 | 0.93 | 0.95 | 0.65 |
| Peripheral motor neuropathy | 98.36 | 0.98 | 0.99 | 0.99 | 0.49 |
| Peripheral sensorimotor neuropathy | 99.45 | 0.99 | 1 | 0.99 | 0.50 |
| Peripheral sensory neuropathy | 95.08 | 0.97 | 0.97 | 0.97 | 0.48 |
| Polyneuropathy | 97.26 | 0.97 | 0.99 | 0.98 | 0.49 |
| Post herpetic neuralgia | 99.45 | 1 | 0.99 | 0.99 | 0.99 |