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Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 189 papers

TitleStatusHype
Zero Shot Health Trajectory Prediction Using TransformerCode2
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Multitask learning and benchmarking with clinical time series dataCode1
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care UnitCode1
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challengeCode1
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
Multimodal Pretraining of Medical Time Series and NotesCode1
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series PredictionCode1
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
Benchmarking machine learning models on multi-centre eICU critical care datasetCode1
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite HistoryCode1
Explaining Latent Representations with a Corpus of ExamplesCode1
Knowledge-based Analysis for Mortality Prediction from CT ImagesCode0
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
Large Language Models are Powerful Electronic Health Record EncodersCode0
Individualized Prediction of COVID-19 Adverse outcomes with MLHOCode0
Benchmark of Deep Learning Models on Large Healthcare MIMIC DatasetsCode0
Interpretable Patient Mortality Prediction with Multi-value Rule SetsCode0
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Characterizing the Value of Information in Medical NotesCode0
Interpolation-Prediction Networks for Irregularly Sampled Time SeriesCode0
IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing ModalitiesCode0
Improving COVID-19 Forecasting using eXogenous VariablesCode0
Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive CareCode0
Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular DataCode0
FedScore: A privacy-preserving framework for federated scoring system developmentCode0
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning TasksCode0
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
COPER: Continuous Patient State PerceiverCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Countdown Regression: Sharp and Calibrated Survival PredictionsCode0
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital DataCode0
FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge InjectionCode0
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Feature importance to explain multimodal prediction models. A clinical use caseCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation LearningCode0
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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