SOTAVerified

Mortality Prediction

Papers

Showing 151160 of 189 papers

TitleStatusHype
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing0
Using Clinical Notes with Time Series Data for ICU ManagementCode0
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning TasksCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Infant Mortality Prediction using Birth Certificate Data0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Knowledge-Aware Deep Dual Networks for Text-Based Mortality Prediction0
Using Clinical Notes for ICU Management0
Consensus-based Interpretable Deep Neural Networks with Application to Mortality Prediction0
Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive CareCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestF1 score0.97Unverified
2Gaussian SVMF1 score0.96Unverified
3Decision TreeF1 score0.91Unverified
4Boosted TreesF1 score0.87Unverified
5ELECTRA (pretrained)Accuracy0.84Unverified
6ELECTRA (from scratch)Accuracy0.83Unverified
7LSTM+SA (pretrained)Accuracy0.83Unverified
8LSTM (pretrained)Accuracy0.83Unverified
9K-NNF1 score0.82Unverified
10LSTM+SA (from scratch)Accuracy0.8Unverified