SOTAVerified

Mortality Prediction

Papers

Showing 2130 of 189 papers

TitleStatusHype
MEME: Generating RNN Model Explanations via Model ExtractionCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Dynamic Multimodal Information Bottleneck for Multimodality ClassificationCode0
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
Benchmark of Deep Learning Models on Large Healthcare MIMIC DatasetsCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
Early hospital mortality prediction using vital signalsCode0
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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