In-hospital mortality prediction

Benchmarks

Dataset Name	SOTA Method	Metric
eICU (test)		HR0.85	78	2mo ago
MIMIC-III (test)	STraTS	AUC0.891	70	1mo ago
MIMIC-IV	HP	AUROC0.9798	62	3mo ago
INSPIRE cohort Supplementary Table 26 (test)		C-index (Concordance Index)0.846	57	2mo ago
MIMIC-III	DT-BEHRT	AUPRC84.5	36	1mo ago
MIMIC-IV (test)	CAP	AUROC87.3	27	2mo ago
MIMIC-IV MedMod protocol (test)	CISM	AUROC72.25	17	18d ago
In-hospital Mortality	EHR-RAGp	AUROC94	16	2mo ago
INSPECT	ASAP	AUC84.4	13	1mo ago
P12 (test)		AUROC87.8	12	1mo ago
MIMIC Time-series IV (test)	Quality-Aware	Beta0.2975	12	2mo ago
Clinical Multimodal Dataset (test)	HAIM	AUROC0.89	11	4mo ago
MIMIC-IV Outcome v2.0 (test)	D2MDT	AUPRC0.6531	10	1mo ago
MIMIC-III Outcome v1.4 (test)	D2MDT	AUPRC53.72	10	1mo ago
In-hospital Mortality (test)	SMART	AUPRC53.3	10	4mo ago
MIMIC-III Diabetes	TM-HGNN	AUPRC42.22	10	4mo ago
MIMIC-III Hypertension	TM-HGNN	AUPRC47.27	10	4mo ago
MIMIC-III (Whole)	TM-HGNN	AUPRC48.74	10	4mo ago
MIMIC III Admission Notes v1.4 (test)	DischargeBERT	Macro AUROC84.51	10	4mo ago
P12	TRIAGESFT+RL	ECE4	7	1mo ago
MIMIC-III continual protocol (B) demographic shift	Tree of Concepts	AUROC (Full-data UB)0.85	7	3mo ago
MIMIC-III continual protocol A (time-window shift by admission year)	Tree of Concepts	Full-data UB Score0.86	7	3mo ago
MIMIC (test)	DDL-CXR	AUPRC0.523	7	4mo ago
EHR (Electronic Health Records) (test)	EHR-RAGp	AUROC0.94	5	2mo ago
External (val)	Federated XGBoost	AUPRC22	5	4mo ago

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