User Perceived Understandability on Likert-scale survey Group 2 Medical Expert Doctor 1.0
4Understand Model DecisionSHAP + non-contextual explanation
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SHAP + non-contextual explanationExplanation Type=SHAP + non-contextual explanation2025.12 | 4 | 4 | 4 | 3.5 | 4 | 3.9 | |
| contextualSHAPExplanation Type=SHAP + contextual generative text2025.12 | 4 | 4.5 | 4.5 | 4 | 4 | 4.2 | |
| SHAPExplanation Type=SHAP-only visualization2025.12 | 3 | 3 | 4 | — | 3 | 3.25 |