SOTAVerified

Length-of-Stay prediction

Papers

Showing 11–20 of 28 papers

TitleStatusHype
Assessing the impact of emergency department short stay units using length-of-stay prediction and discrete event simulation—0
Length of Stay prediction for Hospital Management using Domain Adaptation—0
A Literature Review on Length of Stay Prediction for Stroke Patients using Machine Learning and Statistical Approaches—0
Value-aware transformers for 1.5d data—0
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis—0
Equitable Length of Stay Prediction for Patients with Learning Disabilities and Multiple Long-term Conditions Using Machine Learning—0
Evaluating the Fairness of the MIMIC-IV Dataset and a Baseline Algorithm: Application to the ICU Length of Stay PredictionCode0
Multi-Source Conformal Inference Under Distribution ShiftCode0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Benchmark of Deep Learning Models on Large Healthcare MIMIC DatasetsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EHR-Graph Transformer (pre-trained)Accuracy (LOS>3 Days)71.4—Unverified
2EHR-Graph TransformerAccuracy (LOS>3 Days)70.3—Unverified
3Random Forests (RF)Accuracy (LOS>3 Days)69.5—Unverified
4Logistic Regression (LR)Accuracy (LOS>3 Days)68.6—Unverified
5GRU-DAccuracy (LOS>3 Days)68.3—Unverified