SOTAVerified

Mortality Prediction

Papers

Showing 125 of 189 papers

TitleStatusHype
Zero Shot Health Trajectory Prediction Using TransformerCode2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Benchmarking machine learning models on multi-centre eICU critical care datasetCode1
Multimodal Pretraining of Medical Time Series and NotesCode1
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite HistoryCode1
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series PredictionCode1
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care UnitCode1
Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challengeCode1
Multitask learning and benchmarking with clinical time series dataCode1
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
Explaining Latent Representations with a Corpus of ExamplesCode1
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Early hospital mortality prediction using vital signalsCode0
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
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