SOTAVerified

Mortality Prediction

Papers

Showing 181189 of 189 papers

TitleStatusHype
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction0
Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study0
Predicting Mortality and Functional Status Scores of Traumatic Brain Injury Patients using Supervised Machine Learning0
Explainable Clinical Decision Support from Text0
Explaining a Series of Models by Propagating Shapley Values0
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models0
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