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Papers Benchmarks Datasets Tasks

Length-of-Stay Prediction research benchmarks · SOTA2 Research

Length-of-Stay Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

69.51Macro ROC AUC

28

Jun 5, 2026

2.33MAD

26

Mar 26, 2026

0.885AUROC

16

May 13, 2026

eICU-LOS (test)

66.05AUROC

15

May 14, 2026

MIMIC-IV-LOS (test)

0.788AUROC

15

May 14, 2026

eICU-CRD (test)

3.996RMSE

15

Mar 6, 2026

MIMIC-III (test)

Query-Based Model Collaboration

13.11RMSE

13

Jun 30, 2026

Length of Stay (test)

70.29Macro ROC AUC

10

Feb 26, 2026

MIMIC III Admission Notes v1.4 (test)

72.53macro-averaged AUROC

10

Feb 26, 2026

29.8Kappa

9

Jun 5, 2026

MIMIC to PPICU (Transfer Learning)

0.49MAE

7

Mar 26, 2026

HiRID to PPICU Transfer Learning

0.69MAE

7

Mar 26, 2026

1.78MAD

7

Feb 27, 2026

0.802AUROC

5

Jun 24, 2026

75.4Macro AUROC

4

Jun 16, 2026

70.46AUROC

1

Jul 8, 2026

MIMIC-IV (fine-tuning)

—

—Primary metric

0

Feb 26, 2026

MIMIC-IV (test)

—

—MAD

0

Feb 26, 2026

—

—MAD

0

Feb 26, 2026

Popular datasets

MIMIC eICU HiRID Length of Stay eICU-CRD

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