SOTAVerified

Mortality Prediction

Papers

Showing 121130 of 189 papers

TitleStatusHype
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records0
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Building Deep Learning Models to Predict Mortality in ICU Patients0
Explainable Clinical Decision Support from Text0
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings0
Characterizing the Value of Information in Medical NotesCode0
Parkland Trauma Index of Mortality (PTIM): Real-time Predictive Model for PolyTrauma Patients0
Variational Disentanglement for Rare Event ModelingCode0
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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