SPN classification on Image-EHR-SPN (test)
0.8238Mean AUCTDSig
Evaluation Results
| Method | Links | |
|---|---|---|
| TDSigImage Modality=true, Demographic Modality=true, Billing Codes Modality=true, Medication Modality=true, Lab Results Modality=true, Pretrain: NLST=true, Pretrain: Image-EHR=true, Data Temporal Type=Longitudinal2023.04 | 0.8238 | |
| CSSigImage Modality=true, Demographic Modality=true, Billing Codes Modality=true, Medication Modality=true, Lab Results Modality=true, Pretrain: NLST=true, Pretrain: Image-EHR=true, Data Temporal Type=Cross-sectional2023.04 | 0.8097 | |
| TDCode2vecImage Modality=true, Demographic Modality=true, Billing Codes Modality=true, Medication Modality=false, Lab Results Modality=false, Pretrain: NLST=true, Pretrain: Image-EHR=true, Data Temporal Type=Longitudinal2023.04 | 0.7524 | |
| CSCode2vecImage Modality=true, Demographic Modality=true, Billing Codes Modality=true, Medication Modality=false, Lab Results Modality=false, Pretrain: NLST=true, Pretrain: Image-EHR=true, Data Temporal Type=Cross-sectional2023.04 | 0.7422 | |
| TDImageImage Modality=true, Demographic Modality=false, Billing Codes Modality=false, Medication Modality=false, Lab Results Modality=false, Pretrain: NLST=true, Pretrain: Image-EHR=false, Data Temporal Type=Longitudinal2023.04 | 0.7406 | |
| CSImageImage Modality=true, Demographic Modality=false, Billing Codes Modality=false, Medication Modality=false, Lab Results Modality=false, Pretrain: NLST=true, Pretrain: Image-EHR=false, Data Temporal Type=Cross-sectional2023.04 | 0.7392 |