From: Clinical assistant decision-making model of tuberculosis based on electronic health records
 | 1-Fold | 2-Fold | 3-Fold | 4-Fold | 5-Fold | Mean | STD |
---|---|---|---|---|---|---|---|
US-PTDM | 0.9451 (0.94, 0.9502) | 0.9485 (0.9436, 0.9534) | 0.9434 (0.9382, 0.9486) | 0.9431 (0.9379, 0.9483) | 0.9452 (0.9401, 0.9503) | 0.9451 (0.9433, 0.9469) | 0.0021 |
Text-CNN | 0.9284 (0.9226, 0.9342) | 0.9205 (0.9144, 0.9266) | 0.9111 (0.9047, 0.9175) | 0.9151 (0.9089, 0.9213) | 0.9175 (0.9113, 0.9237) | 0.9185 (0.9128, 0.9242) | 0.0065 |
GRU | 0.9112 (0.9048, 0.9176) | 0.9124 (0.9061, 0.9187) | 0.9125 (0.9062, 0.9188) | 0.9084 (0.9019, 0.9149) | 0.9165 (0.9103, 0.9227) | 0.9122 (0.9097, 0.9147) | 0.0029 |
LSTM | 0.9051 (0.8985, 0.9117) | 0.9104 (0.904, 0.9168) | 0.8916 (0.8846, 0.8986) | 0.9088 (0.9024, 0.9152) | 0.9074 (0.9009, 0.9139) | 0.9047 (0.898, 0.9114) | 0.0076 |
Bi_LSTM | 0.9152 (0.909, 0.9214) | 0.9135 (0.9072, 0.9198) | 0.9158 (0.9096, 0.922) | 0.9272 (0.9214, 0.933) | 0.9185 (0.9124, 0.9246) | 0.9180 (0.9133, 0.9227) | 0.0054 |