Table 3 Sensitivity analysis to measuring the collider on the wrong scale.
From: Eliminating biasing signals in lung cancer images for prognosis predictions with deep learning
Model | Actual \(x\) | Measured \(x^\prime\) | \({\mathrm{MSE}}_{{\mathrm{y}}}\) | \({\mathrm{ATE}}\) |
|---|---|---|---|---|
Regression* | Area | Area | 1.99 | 1.00 |
CausalNet | Area | Area | 2.23 | 1.02 |
CausalNet | Diameter | Volume | 2.24 | 0.99 |
CausalNet | Volume | Diameter | 2.21 | 1.02 |
