SOTAVerified

Mortality Prediction

Papers

Showing 151160 of 189 papers

TitleStatusHype
Compound Density Networks for Risk Prediction using Electronic Health Records0
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction0
Towards unstructured mortality prediction with free-text clinical notes0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction0
Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks0
Uncertainty-aware abstention in medical diagnosis based on medical texts0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification0
Hybrid Mortality Prediction using Multiple Source Systems0
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data0
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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