Table 5 Ablation Study (To assess the stability of the models, each model was executed three times. The mean values are presented alongside the standard deviations as a measure of variability).
From: Enhancing ophthalmology medical record management with multi-modal knowledge graphs
Node Types | Text | Numerics | MP@1 | MP@5 | MP@10 | MP@20 |
|---|---|---|---|---|---|---|
\(\checkmark\) |  |  | 0.7898±0.0106 | 0.7719±0.0133 | 0.7637±0.0067 | 0.7640±0.0038 |
|  | \(\checkmark\) |  | 0.8508±0.0091 | 0.8444±0.0036 | 0.8387±0.0031 | 0.8318±0.0018 |
\(\checkmark\) | \(\checkmark\) |  | 0.8831±0.0160 | 0.8683±0.0057 | 0.8521±0.0015 | 0.8512±0.0013 |
\(\checkmark\) | \(\checkmark\) | \(\checkmark\) | 0.8940±0.0073 | 0.8742±0.0134 | 0.8686±0.0056 | 0.8563±0.0052 |
