Table 6 Trust calibration scores across methods.

From: Explainable AI and echo state networks calibrate trust in human machine interaction

Method

Trust Calibration Score (Mean ± SD)

Proposed method

5.92 ± 0.43

Baseline CNN

5.12 ± 0.51

LIME

5.45 ± 0.49

SHAP

5.50 ± 0.47

Attention mechanisms

5.60 ± 0.45

Grad-CAM (Standalone)

5.75 ± 0.44