SOTAVerified

Mortality Prediction

Papers

Showing 4150 of 189 papers

TitleStatusHype
A Kalman Filter Based Framework for Monitoring the Performance of In-Hospital Mortality Prediction Models Over Time0
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital DataCode0
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records0
Inadequacy of common stochastic neural networks for reliable clinical decision support0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challengeCode1
MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health recordsCode0
Multimodal Pretraining of Medical Time Series and NotesCode1
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond0
Deep Neural Decision Forest: A Novel Approach for Predicting Recovery or Decease of Patients0
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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