SOTAVerified

Length-of-Stay prediction

Papers

Showing 1–10 of 28 papers

TitleStatusHype
Equitable Length of Stay Prediction for Patients with Learning Disabilities and Multiple Long-term Conditions Using Machine Learning—0
Multi-Source Conformal Inference Under Distribution ShiftCode0
Evaluating the Fairness of the MIMIC-IV Dataset and a Baseline Algorithm: Application to the ICU Length of Stay PredictionCode0
On Preserving the Knowledge of Long Clinical Texts—0
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
Client Recruitment for Federated Learning in ICU Length of Stay PredictionCode0
Hospitalization Length of Stay Prediction using Patient Event SequencesCode0
Interpretable machine learning for time-to-event prediction in medicine and healthcareCode1
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
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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