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
Improving COVID-19 Forecasting using eXogenous VariablesCode0
Individualized Prediction of COVID-19 Adverse outcomes with MLHOCode0
Interpolation-Prediction Networks for Irregularly Sampled Time SeriesCode0
Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive CareCode0
Interpretable Patient Mortality Prediction with Multi-value Rule SetsCode0
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Knowledge-based Analysis for Mortality Prediction from CT ImagesCode0
Large Language Models are Powerful Electronic Health Record EncodersCode0
Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular DataCode0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
MIMIC-III, a freely accessible critical care databaseCode0
MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health recordsCode0
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up datasetCode0
MRI-based and metabolomics-based age scores act synergetically for mortality prediction shown by multi-cohort federated learningCode0
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey beesCode0
Multi-view Integration Learning for Irregularly-sampled Clinical Time SeriesCode0
Neural Document Embeddings for Intensive Care Patient Mortality PredictionCode0
Open (Clinical) LLMs are Sensitive to Instruction PhrasingsCode0
Optimal Ensemble Construction for Multi-Study Prediction with Applications to COVID-19 Excess Mortality EstimationCode0
Privacy-preserving patient clustering for personalized federated learningCode0
Quantifying Explainability in NLP and Analyzing Algorithms for Performance-Explainability TradeoffCode0
Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approachCode0
Robust Real-Time Mortality Prediction in the Intensive Care Unit using Temporal Difference LearningCode0
SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health RecordsCode0
Using Clinical Drug Representations for Improving Mortality and Length of Stay PredictionsCode0
Using Clinical Notes with Time Series Data for ICU ManagementCode0
Variational Disentanglement for Rare Event ModelingCode0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction—0
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data—0
On Preserving the Knowledge of Long Clinical Texts—0
Privacy-Preserving Dataset Combination—0
Voice-Driven Mortality Prediction in Hospitalized Heart Failure Patients: A Machine Learning Approach Enhanced with Diagnostic Biomarkers—0
Process Mining Model to Predict Mortality in Paralytic Ileus Patients—0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction—0
Pulmonary Embolism Mortality Prediction Using Multimodal Learning Based on Computed Tomography Angiography and Clinical Data—0
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment—0
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation—0
Using Clinical Notes for ICU Management—0
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction—0
Assessing Validity of ICD-10 Administrative Data in Coding Comorbidities—0
Hybrid deep learning methods for phenotype prediction from clinical notes—0
Hybrid deep neural networks for all-cause Mortality Prediction from LDCT Images—0
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards—0
Reinforcing Clinical Decision Support through Multi-Agent Systems and Ethical AI Governance—0
Improving Hospital Mortality Prediction with Medical Named Entities and Multimodal Learning—0
Inadequacy of common stochastic neural networks for reliable clinical decision support—0
Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation—0
Infant Mortality Prediction using Birth Certificate Data—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