SOTAVerified

Mortality Prediction

( Image credit: Early hospital mortality prediction using vital signals )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–189 of 189 papers

TitleStatusHype
Compound Density Networks for Risk Prediction using Electronic Health Records—0
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction—0
Towards unstructured mortality prediction with free-text clinical notes—0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction—0
Transfer Learning for Clinical Time Series Analysis using Recurrent Neural Networks—0
Uncertainty-aware abstention in medical diagnosis based on medical texts—0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification—0
Hybrid Mortality Prediction using Multiple Source Systems—0
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records—0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data—0
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records—0
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond—0
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework—0
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart—0
Developing an ICU scoring system with interaction terms using a genetic algorithm—0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients—0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling—0
Optimizing Mortality Prediction for ICU Heart Failure Patients: Leveraging XGBoost and Advanced Machine Learning with the MIMIC-III Database—0
Paging Dr. GPT: Extracting Information from Clinical Notes to Enhance Patient Predictions—0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation—0
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing—0
Parkland Trauma Index of Mortality (PTIM): Real-time Predictive Model for PolyTrauma Patients—0
Early ICU Mortality Prediction and Survival Analysis for Respiratory Failure—0
Echoes of Biases: How Stigmatizing Language Affects AI Performance—0
EventScore: An Automated Real-time Early Warning Score for Clinical Events—0
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data—0
Enhanced Mortality Prediction In Patients With Subarachnoid Haemorrhage Using A Deep Learning Model Based On The Initial CT Scan—0
PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction—0
Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries—0
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets—0
Predicting Intensive Care Unit Length of Stay and Mortality Using Patient Vital Signs: Machine Learning Model Development and Validation—0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction—0
Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study—0
Predicting Mortality and Functional Status Scores of Traumatic Brain Injury Patients using Supervised Machine Learning—0
Explainable Clinical Decision Support from Text—0
Explaining a Series of Models by Propagating Shapley Values—0
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography—0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models—0
Deep Neural Decision Forest: A Novel Approach for Predicting Recovery or Decease of Patients—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestF1 score0.97—Unverified
2Gaussian SVMF1 score0.96—Unverified
3Decision TreeF1 score0.91—Unverified
4Boosted TreesF1 score0.87—Unverified
5ELECTRA (pretrained)Accuracy0.84—Unverified
6ELECTRA (from scratch)Accuracy0.83—Unverified
7LSTM+SA (pretrained)Accuracy0.83—Unverified
8LSTM (pretrained)Accuracy0.83—Unverified
9K-NNF1 score0.82—Unverified
10LSTM+SA (from scratch)Accuracy0.8—Unverified