SOTAVerified

Length-of-Stay prediction

Papers

Showing 2128 of 28 papers

TitleStatusHype
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis0
Interpolation-Prediction Networks for Irregularly Sampled Time SeriesCode0
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning TasksCode0
MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-IIICode0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Modeling Irregularly Sampled Clinical Time SeriesCode0
Benchmark of Deep Learning Models on Large Healthcare MIMIC DatasetsCode0
MIMIC-III, a freely accessible critical care databaseCode0
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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