SOTAVerified

Length-of-Stay prediction

Papers

Showing 1120 of 28 papers

TitleStatusHype
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning TasksCode0
Hospitalization Length of Stay Prediction using Patient Event SequencesCode0
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-IIICode0
MIMIC-III, a freely accessible critical care databaseCode0
Modeling Irregularly Sampled Clinical Time SeriesCode0
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
Client Recruitment for Federated Learning in ICU Length of Stay PredictionCode0
Interpolation-Prediction Networks for Irregularly Sampled Time SeriesCode0
Show:102550
← PrevPage 2 of 3Next →

Benchmark Results

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