TABLE 3. Summary of the Scoring Metric for Each Individual LSTM Model (all the 13 Patients).
Patient # | Total Events | High ICP Incidence Rate (%) | RMSE (mmHg) | Accuracy (%) | Sensitivity (%) | Specificity (%) |
---|---|---|---|---|---|---|
1 | 404 | 37.13 | 1.89 | 95.54 | 94.00 | 96.46 |
2 | 1920 | 69.69 | 3.04 | 88.91 | 92.60 | 80.41 |
3 | 293 | 3.75 | 1.00 | 96.93 | 63.64 | 98.23 |
4 | 236 | 18.22 | 1.60 | 91.10 | 83.72 | 92.75 |
5 | 1002 | 60.38 | 1.56 | 92.22 | 94.05 | 89.42 |
6 | 272 | 47.43 | 1.19 | 96.69 | 96.12 | 97.2 |
7 | 685 | 1.75 | 2.19 | 97.08 | 33.33 | 98.22 |
8 | 276 | 6.88 | 4.31 | 92.03 | 47.37 | 95.33 |
9 | 410 | 0.00 | 0.89 | 99.76 | NaN | 99.76 |
10 | 138 | 11.59 | 2.70 | 96.38 | 87.50 | 97.54 |
11 | 413 | 23.97 | 4.04 | 93.70 | 88.89 | 95.22 |
12 | 638 | 1.72 | 2.55 | 98.75 | 54.55 | 99.52 |
13 | 440 | 4.32 | 1.37 | 96.14 | 63.16 | 97.62 |
Average | 548 | 22.06 | 2.18 | * 94.62 | * 74.91 | * 94.83 |
The 9th patient data were excluded.