In-hospital mortality prediction

Benchmarks

Dataset Name	SOTA Method	Metric
eICU (test)		HR0.85	78	14d ago
MIMIC-IV	HP	AUROC0.9798	62	1mo ago
MIMIC-III (test)	STraTS	AUC0.891	59	1mo ago
INSPIRE cohort Supplementary Table 26 (test)		C-index (Concordance Index)0.846	57	14d ago
MIMIC-III	DT-BEHRT	AUPRC84.5	36	28d ago
MIMIC-IV (test)	CAP	AUROC87.3	27	20d ago
In-hospital Mortality	EHR-RAGp	AUROC94	16	21d ago
INSPECT	ASAP	AUC84.4	13	1d ago
MIMIC Time-series IV (test)	Quality-Aware	Beta0.2975	12	23d ago
Clinical Multimodal Dataset (test)	HAIM	AUROC0.89	11	2mo ago
In-hospital Mortality (test)	SMART	AUPRC53.3	10	3mo ago
MIMIC-III Diabetes	TM-HGNN	AUPRC42.22	10	3mo ago
MIMIC-III Hypertension	TM-HGNN	AUPRC47.27	10	3mo ago
MIMIC-III (Whole)	TM-HGNN	AUPRC48.74	10	3mo ago
MIMIC III Admission Notes v1.4 (test)	DischargeBERT	Macro AUROC84.51	10	3mo ago
MIMIC-III continual protocol (B) demographic shift	Tree of Concepts	AUROC (Full-data UB)0.85	7	1mo ago
MIMIC-III continual protocol A (time-window shift by admission year)	Tree of Concepts	Full-data UB Score0.86	7	1mo ago
MIMIC (test)	DDL-CXR	AUPRC0.523	7	3mo ago
EHR (Electronic Health Records) (test)	EHR-RAGp	AUROC0.94	5	21d ago
External (val)	Federated XGBoost	AUPRC22	5	2mo ago
Partner 6	Federated XGBoost	AUPRC14	5	2mo ago
Partner 4	FedProx	AUPRC3	5	2mo ago
Partner 3	Federated XGBoost	AUPRC20	5	2mo ago
Partner 6	SCAFFOLD	AUROC88	5	2mo ago
Partner 4	FedAvg	AUROC96	5	2mo ago

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