SOTAVerified

Mortality Prediction

Papers

Showing 8190 of 189 papers

TitleStatusHype
Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort0
Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation0
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling0
Building Deep Learning Models to Predict Mortality in ICU Patients0
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients0
Developing an ICU scoring system with interaction terms using a genetic algorithm0
BERTSurv: BERT-Based Survival Models for Predicting Outcomes of Trauma 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