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
Open (Clinical) LLMs are Sensitive to Instruction PhrasingsCode0
Towards Personalised Patient Risk Prediction Using Temporal Hospital Data Trajectories—0
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records—0
What is Fair? Defining Fairness in Machine Learning for HealthCode0
Pulmonary Embolism Mortality Prediction Using Multimodal Learning Based on Computed Tomography Angiography and Clinical Data—0
Feature importance to explain multimodal prediction models. A clinical use caseCode0
Machine learning predicts long-term mortality after acute myocardial infarction using systolic time intervals and routinely collected clinical data—0
Voice-Driven Mortality Prediction in Hospitalized Heart Failure Patients: A Machine Learning Approach Enhanced with Diagnostic Biomarkers—0
Analysis and Mortality Prediction using Multiclass Classification for Older Adults with Type 2 Diabetes—0
A Kalman Filter Based Framework for Monitoring the Performance of In-Hospital Mortality Prediction Models Over Time—0
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital DataCode0
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records—0
Inadequacy of common stochastic neural networks for reliable clinical decision support—0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health recordsCode0
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond—0
Deep Neural Decision Forest: A Novel Approach for Predicting Recovery or Decease of Patients—0
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
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
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
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
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
Clinical Language Understanding Evaluation (CLUE)—0
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
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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