Table 5 Top 5 most important features calculated by SHAP value for models at the various time horizons listed in decreasing order.
From: Deep learning-based identification of eyes at risk for glaucoma surgery
Time horizon in years | |||||||
| Â | [0, 0.25) | [0.25, 0.5) | [0.5, 1) | [1, 2) | [2, 3) | [3, 4) | [4, 5] |
Top 5 most important features | |||||||
 1 | IOP | IOP | PSD in dB | IOP | PSD in dB | IOP | MD in dB |
 2 | MD in dB | MD in dB | IOP | PSD in dB | IOP | Average RNFL thickness | Test duration |
 3 | PSD in dB | PSD in dB | MD in dB | MD in dB | Age | MD in dB | Average RNFL thickness |
 4 | RIM area | Best VA | Average RNFL thickness | Average RNFL thickness | RIM Area | Female | IOP |
 5 | Vertical cup disc ratio | Average RNFL thickness | Vertical cup disc ratio | Age | Average RNFL thickness | RIM area | RIM area |
