| MEME: Generating RNN Model Explanations via Model Extraction | Oct 15, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings | Oct 13, 2020 | FairnessMortality Prediction | —Unverified | 0 |
| Characterizing the Value of Information in Medical Notes | Oct 7, 2020 | AllMortality Prediction | CodeCode Available | 0 |
| Parkland Trauma Index of Mortality (PTIM): Real-time Predictive Model for PolyTrauma Patients | Oct 7, 2020 | Decision MakingMortality Prediction | —Unverified | 0 |
| Variational Disentanglement for Rare Event Modeling | Sep 17, 2020 | Disentanglementimbalanced classification | CodeCode Available | 0 |
| Individualized Prediction of COVID-19 Adverse outcomes with MLHO | Aug 10, 2020 | BIG-bench Machine LearningICU Admission | CodeCode Available | 0 |
| Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit | Jul 18, 2020 | Length-of-Stay predictionManagement | CodeCode Available | 1 |
| Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study | Jul 15, 2020 | Decision MakingMortality Prediction | —Unverified | 0 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 |
| ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notes | May 19, 2020 | Deep LearningICU Mortality | CodeCode Available | 1 |
| Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases | Apr 11, 2020 | DiversityMortality Prediction | —Unverified | 0 |
| Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction | Mar 24, 2020 | ICU MortalityMortality Prediction | —Unverified | 0 |
| Uncertainty-Gated Stochastic Sequential Model for EHR Mortality Prediction | Mar 2, 2020 | ImputationMissing Values | CodeCode Available | 2 |
| I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models | Feb 20, 2020 | Mortality Prediction | —Unverified | 0 |
| Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation | Jan 28, 2020 | Interpretable Machine LearningMortality Prediction | —Unverified | 0 |
| Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation | Jan 8, 2020 | BIG-bench Machine LearningMortality Prediction | —Unverified | 0 |
| Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation | Dec 20, 2019 | Domain AdaptationICU Mortality | —Unverified | 0 |
| Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction | Dec 8, 2019 | Feature EngineeringMissing Values | —Unverified | 0 |
| Time-Guided High-Order Attention Model of Longitudinal Heterogeneous Healthcare Data | Nov 28, 2019 | ManagementMortality Prediction | —Unverified | 0 |
| Towards unstructured mortality prediction with free-text clinical notes | Nov 19, 2019 | Mortality PredictionPrediction | —Unverified | 0 |
| Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series | Nov 18, 2019 | ImputationMissing Values | —Unverified | 0 |
| Modelling EHR timeseries by restricting feature interaction | Nov 14, 2019 | Mortality PredictionTime Series | —Unverified | 0 |
| Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction | Oct 15, 2019 | Mortality PredictionSemantic correspondence | —Unverified | 0 |
| Benchmarking machine learning models on multi-centre eICU critical care dataset | Oct 2, 2019 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| Interpolation-Prediction Networks for Irregularly Sampled Time Series | Sep 13, 2019 | Deep LearningLength-of-Stay prediction | CodeCode Available | 0 |
