SOTAVerified

Mortality Prediction

Papers

Showing 131140 of 189 papers

TitleStatusHype
Individualized Prediction of COVID-19 Adverse outcomes with MLHOCode0
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care UnitCode1
Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study0
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases0
Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction0
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models0
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
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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