SOTAVerified

Length-of-Stay prediction

Papers

Showing 11–20 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
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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