SOTAVerified

Mortality Prediction

Papers

Showing 1120 of 189 papers

TitleStatusHype
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Multimodal Pretraining of Medical Time Series and NotesCode1
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
Explaining Latent Representations with a Corpus of ExamplesCode1
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
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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