SOTAVerified

Mortality Prediction

Papers

Showing 141150 of 189 papers

TitleStatusHype
Enriching Unsupervised User Embedding via Medical ConceptsCode0
Countdown Regression: Sharp and Calibrated Survival PredictionsCode0
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
Dynamic Multimodal Information Bottleneck for Multimodality ClassificationCode0
COPER: Continuous Patient State PerceiverCode0
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
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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