TABLE 4.
Linear regression results when predicting participants, trust ratings from using contextual (difficulty) and behavioral measures (performance and reliance). Only the most important results are presented. A higher value indicates more accurate predictions.
| Parameters | Mean square error | Adjusted |
|---|---|---|
| User ctrl time, precision, recall, F1 difficulty, raw TLX, gender, and age | 2,491.9 | 0.915 |
| User ctrl time, precision, recall, F1, difficulty, and raw TLX | 3,244.1 | 0.894 |
| User ctrl time, precision, recall, F1, and difficulty | 3,890.0 | 0.893 |
| User ctrl time, precision, recall, and F1 | 4,717.9 | 0.867 |
| Recall | 17,253.2 | 0.793 |
| F1 | 16,994.9 | 0.781 |
| Precision | 16,666.6 | 0.766 |
| Age | 14,927.5 | 0.686 |
| Gender | 13,634.2 | 0.626 |
| Difficulty | 12,517.2 | 0.575 |
| Raw TLX | 7,796.8 | 0.357 |
| User ctrl time | 1830.2 | 0.082 |