Table 8.
Comparison among the features used in exist state-of-the-art works and different combinations of the proposed features on ICU admission prediction on Site B dataset.
Features | AUC |
Sensitivity (PPV = 70%) |
K | ||||
---|---|---|---|---|---|---|---|
Mean | 95% CI | p value | Mean | 95% CI | p value | ||
Img feature (Tang 2020) | 0.770 | (0.745, 0.796) | 83.1% | (75.8%, 90.4%) | 10 | ||
Img feature (Zhu 2020) | 0.767 | (0.752, 0.781) | 83.8% | (82.2%, 85.5%) | 39 | ||
DVB | 0.671 | (0.643, 0.700) | 78.7% | (69.7%, 87.7%) | 4 | ||
HLQ | 0.791 | (0.774, 0.809) | 84.6% | (81.3%, 88.0%) | 3 | ||
WLR | 0.841 | (0.827, 0.855) | 94.9% | (93.4%, 96.3%) | – | 55 | |
WLR + HLQ | 0.847 | (0.833, 0.861) | – | 92.6% | (89.5%, 95.7%) | p = 0.083 | 12 |
WLR+DVB | 0.841 | (0.828, 0.854) | p = 0.257 | 91.8% | (90.5%, 93.1%) | 33 | |
HLQ + DVB | 0.796 | (0.777, 0.815) | 84.4% | (80.7%, 88.0%) | 4 | ||
WLR + HLQ + DVB | 0.844 | (0.833, 0.855) | p = 0.310 | 92.6% | (90.0%, 95.1%) | 12 |