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ResearchFormerly WizWand

Mortality Prediction on MIMIC IV (F1, Jaccard, AUPRC, AUROC, Average)

2.93AUPRCK2K
0.182320.895661.6092.32234Sep 28, 2025Oct 30, 2025Dec 1, 2025Jan 2, 2026Feb 3, 2026Mar 7, 2026Apr 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
K2KType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.042.936.613.4266.519.87
Standard RAGType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.042.742.451.6155.9215.68
w/o retrieverType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.042.723.411.7363.5217.85
K2KType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.042.595.12.6163.8518.54
Standard RAGType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.042.354.472.2964.8718.49
Prompt-basedType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.042.174.172.1359.6817.04
KAREType=LLM, Base Model=Meditron3-Qwen2.5-7B, Evaluation Protocol=Fine-tuned2026.041.964.412.2559.216.96
GRUType=ML2026.041.663.21.6253.7115.05
TCNType=ML2026.041.632.921.4854.1715.05
StageNetType=ML2026.041.62.961.551.1114.29
DeeprType=ML2026.041.572.861.4651.4814.34
AdaCareType=ML2026.041.532.981.5251.4114.36
Prompt-basedType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.041.493.161.648.2613.63
KAREType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.041.461.330.6749.5513.25
RETAINType=ML2026.041.432.781.4147.1813.2
w/o retrieverType=LLM, Base Model=BioMistral-7B, Evaluation Protocol=Fine-tuned2026.041.31.080.544.6111.87
HyMaTE2025.090.648——0.907—
EHR-Mamba2025.090.637——0.881—
DuETT2025.090.605——0.852—
STraTS2025.090.295——0.692—
SeFT2025.090.288——0.644—