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Benchmarks
Diagnoses Prediction on MIMIC III Admission Notes v1.4 (test)
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0.8354
Macro AUROC
CORe All
0.602856
0.663228
0.7236
0.783972
Feb 8, 2021
Macro AUROC
Updated 4d ago
Evaluation Results
Method
Method
Links
Macro AUROC
CORe All
3-digit ICD codes=true...
2021.02
0.8354
CORe Articles
3-digit ICD codes=true...
2021.02
0.8346
CORe Patients
3-digit ICD codes=true...
2021.02
0.8341
CORe Patients
3-digit ICD codes=true...
2021.02
0.834
CORe All
3-digit ICD codes=true...
2021.02
0.8339
BioBERT
3-digit ICD codes=true...
2021.02
0.8317
CORe Articles
3-digit ICD codes=true...
2021.02
0.8289
DischargeBERT
3-digit ICD codes=true
2021.02
0.8286
BioBERT Base
3-digit ICD codes=true...
2021.02
0.8281
BERT Base
3-digit ICD codes=true
2021.02
0.8208
ClinicalBERT
3-digit ICD codes=true
2021.02
0.8199
BOW
3-digit ICD codes=true
2021.02
0.7587
Embeddings
3-digit ICD codes=true
2021.02
0.7516
CNN
3-digit ICD codes=true
2021.02
0.6118
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