SOTAVerified

Mortality Prediction

Papers

Showing 121130 of 189 papers

TitleStatusHype
Machine Learning with Electronic Health Records is vulnerable to Backdoor Trigger Attacks0
Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden0
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model0
Med-gte-hybrid: A contextual embedding transformer model for extracting actionable information from clinical texts0
Short-term Mortality Prediction for Elderly Patients Using Medicare Claims Data0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction0
An empirical study of using radiology reports and images to improve ICU mortality prediction0
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset0
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records0
Temporal-Clustering Invariance in Irregular Healthcare Time Series0
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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