Research Article
Texture Feature-Based Machine Learning Classification on MRI Image for Sepsis-Associated Encephalopathy Detection: A Pilot Study
Table 3
Accuracy, sensitivity, specificity, and AUC of models for anatomic locations on the test set and validation set.
| | Frontal lobe | Brain stem | Hippocampus | Amygdala |
| Test set | | | | | Accuracy | 0.93 | 0.92 | 0.83 | 1.00 | Sensitivity | 0.88 | 0.86 | 0.75 | 1.00 | Specificity | 1.00 | 1.00 | 0.67 | 1.00 | AUC | 1.00 | 0.97 | 1.00 | 1.00 |
| Validation set | | | | | Accuracy | 0.91 | 0.89 | 0.83 | 1.00 | Sensitivity | 0.33 | 0.75 | 1.00 | 1.00 | Specificity | 1.00 | 1.00 | 0.80 | 1.00 | AUC | 0.95 | 0.90 | 1.00 | 1.00 |
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