SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 189 papers

TitleStatusHype
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey beesCode0
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model—0
On Preserving the Knowledge of Long Clinical Texts—0
Dynamic Multimodal Information Bottleneck for Multimodality ClassificationCode0
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite HistoryCode1
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets—0
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction—0
Enhanced Mortality Prediction In Patients With Subarachnoid Haemorrhage Using A Deep Learning Model Based On The Initial CT Scan—0
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke—0
Privacy-preserving patient clustering for personalized federated learningCode0
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series PredictionCode1
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction—0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
Echoes of Biases: How Stigmatizing Language Affects AI Performance—0
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation LearningCode0
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients—0
Medical records condensation: a roadmap towards healthcare data democratisation—0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction—0
A hybrid CNN-RNN approach for survival analysis in a Lung Cancer Screening study—0
FedScore: A privacy-preserving framework for federated scoring system developmentCode0
Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value—0
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
Using Explainable AI to Cross-Validate Socio-economic Disparities Among Covid-19 Patient Mortality—0
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up datasetCode0
Mortality Prediction Models with Clinical Notes Using Sparse Attention at the Word and Sentence Levels—0
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
Clinical Language Understanding Evaluation (CLUE)—0
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction—0
COPER: Continuous Patient State PerceiverCode0
Compound Density Networks for Risk Prediction using Electronic Health Records—0
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning—0
Assessing mortality prediction through different representation models based on concepts extracted from clinical notes—0
Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus—0
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment—0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients—0
Explaining Latent Representations with a Corpus of ExamplesCode1
Using Clinical Drug Representations for Improving Mortality and Length of Stay PredictionsCode0
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards—0
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health RecordsCode0
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction—0
Show:102550
← PrevPage 2 of 4Next →

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