Clinical Diagnosis Identification on MIMIC-IV-Ext Cardiac Disease benchmark leaderboard · SOTA2 Research

Clinical Diagnosis Identification on MIMIC-IV-Ext Cardiac Disease

84.98Primary AccuracyDxChain

Evaluation Results

Method	Links
DxChain2026.04		84.98	46.03	46.93	53.42	54.47
DxChain2026.04		82.91	36.67	43.07	40.17	47.19
Base-model + CoT2026.04		78.27	21.88	31.84	25.48	37.08
KAMAC2026.04		78.05	31.91	39.06	35.71	43.71
Base-model2026.04		77.93	21.89	31.85	25.53	37.14
KAMAC2026.04		77.05	34.18	38.31	39.93	44.75
MAM2026.04		75.94	30.14	39.29	33.91	44.21
MDagents2026.04		75.36	35.73	42.32	40.03	47.42
Base-model2026.04		74.08	23.22	31.69	27.62	37.69
Base-model + CoT2026.04		74.04	23.88	32.43	28.51	38.72
MAM2026.04		73.78	34.2	40.23	41.47	48.78
Medagents2026.04		72.21	29.79	35.65	35.96	43.03
MDagents2026.04		70.68	23.72	33.29	24.88	34.92
Medagents2026.04		68.08	29.47	35.25	30.96	37.04