| Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approach | Jan 6, 2021 | Mortality Prediction | CodeCode Available | 0 |
| Feature importance to explain multimodal prediction models. A clinical use case | Apr 29, 2024 | Feature ImportanceMortality Prediction | CodeCode Available | 0 |
| Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks | Aug 2, 2019 | De-identificationLength-of-Stay prediction | CodeCode Available | 0 |
| FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection | Aug 17, 2024 | Federated LearningMedical Visual Question Answering | CodeCode Available | 0 |
| FedScore: A privacy-preserving framework for federated scoring system development | Mar 1, 2023 | Federated LearningModel Selection | CodeCode Available | 0 |
| MIMIC-III, a freely accessible critical care database | May 24, 2016 | Blood pressure estimationData Integration | CodeCode Available | 0 |
| FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality Prediction | May 30, 2022 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 0 |
| Dynamic Measurement Scheduling for Event Forecasting using Deep RL | Jan 24, 2019 | Deep Reinforcement LearningICU Mortality | CodeCode Available | 0 |
| MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health records | Dec 20, 2023 | Mortality PredictionSurvival Analysis | CodeCode Available | 0 |
| A Study into patient similarity through representation learning from medical records | Apr 29, 2021 | Mortality PredictionRepresentation Learning | CodeCode Available | 0 |
| Robust Real-Time Mortality Prediction in the Intensive Care Unit using Temporal Difference Learning | Nov 6, 2024 | Irregular Time SeriesMortality Prediction | CodeCode Available | 0 |
| Developing and validating multi-modal models for mortality prediction in COVID-19 patients: a multi-center retrospective study | Sep 1, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series data | Jun 17, 2019 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 0 |
| SCEHR: Supervised Contrastive Learning for Clinical Risk Prediction using Electronic Health Records | Oct 11, 2021 | BenchmarkingBinary Classification | CodeCode Available | 0 |
| Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up dataset | Jan 17, 2023 | Feature ImportanceMortality Prediction | CodeCode Available | 0 |
| IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing Modalities | Oct 24, 2024 | DiagnosticMortality Prediction | CodeCode Available | 0 |
| Improving COVID-19 Forecasting using eXogenous Variables | Jul 20, 2021 | Mortality PredictionTime Series Analysis | CodeCode Available | 0 |
| MRI-based and metabolomics-based age scores act synergetically for mortality prediction shown by multi-cohort federated learning | Sep 2, 2024 | Federated LearningMortality Prediction | CodeCode Available | 0 |
| MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees | Nov 17, 2023 | Mortality Prediction | CodeCode Available | 0 |
| Individualized Prediction of COVID-19 Adverse outcomes with MLHO | Aug 10, 2020 | BIG-bench Machine LearningICU Admission | CodeCode Available | 0 |
| Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning | May 16, 2023 | Mortality PredictionRepresentation Learning | CodeCode Available | 0 |
| Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosis | Aug 30, 2022 | Computed Tomography (CT)Mortality Prediction | CodeCode Available | 0 |
| Characterizing the Value of Information in Medical Notes | Oct 7, 2020 | AllMortality Prediction | CodeCode Available | 0 |
| Interpolation-Prediction Networks for Irregularly Sampled Time Series | Sep 13, 2019 | Deep LearningLength-of-Stay prediction | CodeCode Available | 0 |
| Privacy-preserving patient clustering for personalized federated learning | Jul 17, 2023 | ClusteringFederated Learning | CodeCode Available | 0 |