SOTAVerified

Mortality Prediction

Papers

Showing 176189 of 189 papers

TitleStatusHype
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data0
Enhanced Mortality Prediction In Patients With Subarachnoid Haemorrhage Using A Deep Learning Model Based On The Initial CT Scan0
PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction0
Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries0
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets0
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction0
Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study0
Predicting Mortality and Functional Status Scores of Traumatic Brain Injury Patients using Supervised Machine Learning0
Explainable Clinical Decision Support from Text0
Explaining a Series of Models by Propagating Shapley Values0
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models0
Deep Neural Decision Forest: A Novel Approach for Predicting Recovery or Decease of Patients0
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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