SOTAVerified

Mortality Prediction

Papers

Showing 111120 of 189 papers

TitleStatusHype
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation0
Explaining a Series of Models by Propagating Shapley Values0
A Study into patient similarity through representation learning from medical recordsCode0
BERTSurv: BERT-Based Survival Models for Predicting Outcomes of Trauma Patients0
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset0
EventScore: An Automated Real-time Early Warning Score for Clinical Events0
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
Multi-view Integration Learning for Irregularly-sampled Clinical Time SeriesCode0
Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort0
Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approachCode0
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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