SOTAVerified

Mortality Prediction

Papers

Showing 5160 of 189 papers

TitleStatusHype
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Developing and validating multi-modal models for mortality prediction in COVID-19 patients: a multi-center retrospective studyCode0
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Knowledge-based Analysis for Mortality Prediction from CT ImagesCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation LearningCode0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
MIMIC-III, a freely accessible critical care databaseCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
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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