SOTAVerified

Mortality Prediction

Papers

Showing 161170 of 189 papers

TitleStatusHype
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records0
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond0
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework0
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart0
Developing an ICU scoring system with interaction terms using a genetic algorithm0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling0
Optimizing Mortality Prediction for ICU Heart Failure Patients: Leveraging XGBoost and Advanced Machine Learning with the MIMIC-III Database0
Paging Dr. GPT: Extracting Information from Clinical Notes to Enhance Patient Predictions0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation0
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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