Phenotype Classification on Phecodes All N=691 (test)
0.812AUROCMerlin
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MerlinInit=I3D, Labels=MTL, Stem KSz/Stridez=3/12024.06 | 0.812 | 0.142 | 259 | 93 | |
| ResNet152Init=I3D, Labels=EHR, Stem KSz/Stridez=3/12024.06 | 0.801 | 0.14 | 235 | 79 | |
| ResNet50Init=I3D, Labels=EHR, Stem KSz/Stridez=3/12024.06 | 0.798 | 0.137 | 226 | 72 | |
| ResNet152Init=I3D, Labels=EHR, Stem KSz/Stridez=7/22024.06 | 0.798 | 0.135 | 221 | 65 | |
| ResNet152Init=I3D, Labels=EHR, Stem KSz/Stridez=3/22024.06 | 0.798 | 0.136 | 221 | 74 | |
| ConvNeXt-B*Init=I3D, Labels=EHR, Stem KSz/Stridez=3/22024.06 | 0.789 | 0.131 | 180 | 46 | |
| ConvNeXt-BInit=I3D, Labels=EHR, Stem KSz/Stridez=7/22024.06 | 0.773 | 0.11 | 132 | 28 | |
| ConvNeXt-TInit=I3D, Labels=EHR, Stem KSz/Stridez=7/22024.06 | 0.768 | 0.106 | 115 | 20 | |
| ConvNeXt-SInit=I3D, Labels=EHR, Stem KSz/Stridez=7/22024.06 | 0.761 | 0.102 | 105 | 14 | |
| SwinUNETRInit=MAE, Labels=EHR, Stem KSz/Stridez=4/42024.06 | 0.736 | 0.088 | 52 | 8 |