SOTAVerified

Mortality Prediction

Papers

Showing 110 of 189 papers

TitleStatusHype
Zero Shot Health Trajectory Prediction Using TransformerCode2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Explaining Latent Representations with a Corpus of ExamplesCode1
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
Benchmarking machine learning models on multi-centre eICU critical care datasetCode1
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
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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