SOTAVerified

Mortality Prediction

Papers

Showing 181189 of 189 papers

TitleStatusHype
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Open (Clinical) LLMs are Sensitive to Instruction PhrasingsCode0
Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality EstimationCode0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
Knowledge-based Analysis for Mortality Prediction from CT ImagesCode0
Large Language Models are Powerful Electronic Health Record EncodersCode0
Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular DataCode0
Using Clinical Drug Representations for Improving Mortality and Length of Stay PredictionsCode0
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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