SOTAVerified

Mortality Prediction

Papers

Showing 76100 of 189 papers

TitleStatusHype
Using Explainable AI to Cross-Validate Socio-economic Disparities Among Covid-19 Patient Mortality0
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up datasetCode0
Mortality Prediction Models with Clinical Notes Using Sparse Attention at the Word and Sentence Levels0
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
Clinical Language Understanding Evaluation (CLUE)0
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction0
COPER: Continuous Patient State PerceiverCode0
Compound Density Networks for Risk Prediction using Electronic Health Records0
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning0
Assessing mortality prediction through different representation models based on concepts extracted from clinical notes0
Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus0
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients0
Explaining Latent Representations with a Corpus of ExamplesCode1
Using Clinical Drug Representations for Improving Mortality and Length of Stay PredictionsCode0
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards0
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health RecordsCode0
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction0
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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