SOTAVerified

Mortality Prediction

Papers

Showing 121130 of 189 papers

TitleStatusHype
Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries0
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction0
Explainable Clinical Decision Support from Text0
Explaining a Series of Models by Propagating Shapley Values0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models0
Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction0
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction0
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation0
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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