SOTAVerified

Mortality Prediction

Papers

Showing 101110 of 189 papers

TitleStatusHype
Inference of a Multi-Domain Machine Learning Model to Predict Mortality in Hospital Stays for Patients with Cancer upon Febrile Neutropenia Onset0
Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction0
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients0
Consensus-based Interpretable Deep Neural Networks with Application to Mortality Prediction0
Interpretable Graph Learning Over Sets of Temporally-Sparse Data0
Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation0
Using Explainable AI to Cross-Validate Socio-economic Disparities Among Covid-19 Patient Mortality0
Improving Mortality Prediction After Radiotherapy with Large Language Model Structuring of Large-Scale Unstructured Electronic Health Records0
Medical records condensation: a roadmap towards healthcare data democratisation0
Assessing mortality prediction through different representation models based on concepts extracted from clinical notes0
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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