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Benchmarks
In-Hospital Mortality Prediction on MIMIC III Admission Notes v1.4 (test)
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84.51
Macro AUROC
DischargeBERT
75.1396
77.5723
80.005
82.4377
Feb 8, 2021
Macro AUROC
Updated 4d ago
Evaluation Results
Method
Method
Links
Macro AUROC
DischargeBERT
3-digit ICD codes=true
2021.02
84.51
CORe All
3-digit ICD codes=true
2021.02
84.04
CORe Articles
3-digit ICD codes=true
2021.02
83.64
CORe Patients
3-digit ICD codes=true
2021.02
83.6
BioBERT Base
3-digit ICD codes=true
2021.02
82.55
ClinicalBERT
3-digit ICD codes=true
2021.02
82.2
BERT Base
3-digit ICD codes=true
2021.02
81.13
Embeddings
3-digit ICD codes=true
2021.02
79.94
BOW
3-digit ICD codes=true
2021.02
79.15
CNN
3-digit ICD codes=true
2021.02
75.5
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