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In-hospital mortality prediction on MIMIC-IV (test)

87.3AUROC

CAP

Updated 20d ago

Evaluation Results

Method	Links
CAP 2025.12		87.3	77.7	69.4	52.5	38	85	76.4	96.8	0.1	-	-
Training 2025.12		86.6	74.1	54.8	47.4	32.7	72.4	84.9	96.9	0.084	-	-
MERGE 2025.09		85.4	-	-	84.97	-	-	-	-	-	-	-
I2MoE 2025.09		83.28	-	-	82.59	-	-	-	-	-	-	-
FuseMoE 2025.09		82.33	-	-	81.64	-	-	-	-	-	-	-
MISTS 2025.09		82.21	-	-	80.56	-	-	-	-	-	-	-
MulT 2025.09		81.63	-	-	81.55	-	-	-	-	-	-	-
MILM-2S 2026.05		81.3	-	-	-	-	-	-	-	-	-	63.86
mTAND 2025.09		80.89	-	-	79.35	-	-	-	-	-	-	-
MILM-Direct 2026.05		80.82	-	-	-	-	-	-	-	-	-	63.69
Base 2025.12		80.6	73	49.7	43.8	31.3	72.5	73.1	94	0.11	-	-
ISTS-PLM 2026.05		80.49	-	-	-	-	-	-	-	-	-	60.1
Transformer 2025.09		80.18	-	-	78.96	-	-	-	-	-	-	-
ISTS-PLM + Note 2026.05		80.07	-	-	-	-	-	-	-	-	-	59.06
Fair 2025.12		79.1	69.6	47.9	40.2	28.1	70.5	69.4	93.3	0.111	-	-
System 2 2025.12		78.5	75.3	47.5	42.6	32.2	63.2	77.4	92.5	0.11	-	-
mTAND + Note 2026.05		77.9	-	-	-	-	-	-	-	-	-	58.57
VITAL-stats + Note 2026.05		77.8	-	-	-	-	-	-	-	-	-	54.32
mTAND 2026.05		77.38	-	-	-	-	-	-	-	-	-	56.52
VITAL-stats 2026.05		76.99	-	-	-	-	-	-	-	-	-	54.06
FuseMoE 2026.05		76.21	-	-	-	-	-	-	-	-	-	56.27
GRU-D 2026.05		75.91	-	-	-	-	-	-	-	-	-	54.08
UTDE 2026.05		75.23	-	-	-	-	-	-	-	-	-	56.14
GRU-D + Note 2026.05		74.52	-	-	-	-	-	-	-	-	-	52.28
Qwen3-4B 2026.05		69.82	-	-	-	-	-	-	-	-	-	48.36
VITAL-LLM + Note 2026.05		67.02	-	-	-	-	-	-	-	-	-	39.22
VITAL-LLM 2026.05		66.43	-	-	-	-	-	-	-	-	-	39.61
Text-Only 2024.03		-	74.5	-	-	-	-	-	-	-	-	-
MedCLIP/ECG-CLIP 2024.03		-	72	-	-	-	-	-	-	-	-	-
CXR-CLIP/ECG-CLIP 2024.03		-	71.6	-	-	-	-	-	-	-	-	-
MEDBind_NM 2024.03		-	73.6	-	-	-	-	-	-	-	-	-
MEDBind_BD 2024.03		-	74.8	-	-	-	-	-	-	-	-	-