SOTAVerified

Mortality Prediction

Papers

Showing 3140 of 189 papers

TitleStatusHype
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge InjectionCode0
IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing ModalitiesCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Early hospital mortality prediction using vital signalsCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
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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