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. 2021 Jul 8;8:642201. doi: 10.3389/frobt.2021.642201

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 R2 value indicates more accurate predictions.

Parameters Mean square error Adjusted R2
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