SOTAVerified

Length-of-Stay prediction

Papers

Showing 21–28 of 28 papers

TitleStatusHype
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
Multitask learning and benchmarking with clinical time series dataCode1
MIMIC-III, a freely accessible critical care databaseCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EHR-Graph Transformer (pre-trained)Accuracy (LOS>3 Days)71.4—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