SOTAVerified

Mortality Prediction

Papers

Showing 101125 of 189 papers

TitleStatusHype
Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality EstimationCode0
Early ICU Mortality Prediction and Survival Analysis for Respiratory Failure0
Severity and Mortality Prediction Models to Triage Indian COVID-19 Patients0
Developing and validating multi-modal models for mortality prediction in COVID-19 patients: a multi-center retrospective studyCode0
Hybrid deep learning methods for phenotype prediction from clinical notes0
Process Mining Model to Predict Mortality in Paralytic Ileus Patients0
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
Improving COVID-19 Forecasting using eXogenous VariablesCode0
Quantifying Explainability in NLP and Analyzing Algorithms for Performance-Explainability TradeoffCode0
Machine Learning with Electronic Health Records is vulnerable to Backdoor Trigger Attacks0
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
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records0
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Building Deep Learning Models to Predict Mortality in ICU Patients0
Explainable Clinical Decision Support from Text0
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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