Table 2.
Performance comparison of different models for predicting lymph node status.
Class | Methods | AUC | ACC | SEN | SPE |
---|---|---|---|---|---|
Negative | Tabular | 0.770(0.737–0.804) | 0.723(0.693–0.752) | 0.791(0.662–0.845) | 0.649(0.580–0.769) |
MIL-WSI | 0.709(0.672–0.746) | 0.669(0.637–0.703) | 0.593(0.458–0.728) | 0.757(0.617–0.874) | |
MMMI | 0.809(0.779–0.840) | 0.751(0.720–0.779) | 0.768(0.616–0.855) | 0.734(0.637–0.874) | |
ITCs | Tabular | 0.619(0.501–0.738) | 0.701(0.265–0.938) | 0.600(0.240–0.960) | 0.705(0.241–0.962) |
MIL-WSI | 0.531(0.424–0.639) | 0.346(0.230–0.938) | 0.880(0.200–1.000) | 0.329(0.205–0.964) | |
MMMI | 0.634(0.519–0.749) | 0.746(0.392–0.880) | 0.600(0.320–0.960) | 0.751(0.375–0.897) | |
Micrometastasis | Tabular | 0.636(0.582–0.690) | 0.538(0.351–0.743) | 0.770(0.450–0.960) | 0.508(0.261–0.787) |
MIL-WSI | 0.617(0.561–0.673) | 0.490(0.380–0.682) | 0.800(0.510–0.930) | 0.440(0.302–0.706) | |
MMMI | 0.691(0.638–0.744) | 0.623(0.431–0.773) | 0.710(0.450–0.910) | 0.611(0.355–0.818) | |
Macrometastasis | Tabular | 0.748(0.710–0.785) | 0.723(0.638–0.759) | 0.658(0.582–0.827) | 0.757(0.568–0.807) |
MIL-WSI | 0.691(0.650–0.731) | 0.616(0.552–0.692) | 0.769(0.542–0.871) | 0.544(0.415–0.747) | |
MMMI | 0.758(0.721–0.796) | 0.734(0.647–0.773) | 0.653(0.556–0.822) | 0.776(0.591–0.844) |