| A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care | Sep 16, 2022 | BenchmarkingDeep Learning | CodeCode Available | 1 | 5 |
| Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration | Feb 8, 2021 | Length-of-Stay predictionMedical Diagnosis | CodeCode Available | 1 | 5 |
| Interpretable machine learning for time-to-event prediction in medicine and healthcare | Mar 17, 2023 | Decision MakingFeature Importance | CodeCode Available | 1 | 5 |
| Multitask learning and benchmarking with clinical time series data | Mar 22, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Predicting Length of Stay in the Intensive Care Unit with Temporal Pointwise Convolutional Networks | Jun 29, 2020 | Length-of-Stay predictionManagement | CodeCode Available | 1 | 5 |
| Predicting Patient Outcomes with Graph Representation Learning | Jan 11, 2021 | Graph Representation LearningLength-of-Stay prediction | CodeCode Available | 1 | 5 |
| Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit | Jul 18, 2020 | Length-of-Stay predictionManagement | CodeCode Available | 1 | 5 |
| Unsupervised Pre-Training on Patient Population Graphs for Patient-Level Predictions | Mar 23, 2022 | Disease PredictionImputation | CodeCode Available | 1 | 5 |
| X-CAL: Explicit Calibration for Survival Analysis | Jan 13, 2021 | Length-of-Stay predictionSurvival Analysis | CodeCode Available | 1 | 5 |
| Evaluating the Fairness of the MIMIC-IV Dataset and a Baseline Algorithm: Application to the ICU Length of Stay Prediction | Dec 31, 2023 | Binary ClassificationFairness | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Hospitalization Length of Stay Prediction using Patient Event Sequences | Mar 20, 2023 | Decision MakingLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III | Jul 19, 2019 | BIG-bench Machine LearningLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| MIMIC-III, a freely accessible critical care database | May 24, 2016 | Blood pressure estimationData Integration | CodeCode Available | 0 | 5 |
| Modeling Irregularly Sampled Clinical Time Series | Dec 3, 2018 | Deep LearningLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| Multi-Source Conformal Inference Under Distribution Shift | May 15, 2024 | Decision MakingLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Benchmark of Deep Learning Models on Large Healthcare MIMIC Datasets | Oct 23, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Client Recruitment for Federated Learning in ICU Length of Stay Prediction | Apr 28, 2023 | Federated LearningLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| Interpolation-Prediction Networks for Irregularly Sampled Time Series | Sep 13, 2019 | Deep LearningLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| Learning from a Biased Sample | Sep 5, 2022 | Decision MakingLength-of-Stay prediction | CodeCode Available | 0 | 5 |
| On Preserving the Knowledge of Long Clinical Texts | Nov 2, 2023 | Decision MakingEnsemble Learning | —Unverified | 0 | 0 |
| Equitable Length of Stay Prediction for Patients with Learning Disabilities and Multiple Long-term Conditions Using Machine Learning | Nov 3, 2024 | Length-of-Stay prediction | —Unverified | 0 | 0 |
| A Literature Review on Length of Stay Prediction for Stroke Patients using Machine Learning and Statistical Approaches | Dec 30, 2021 | Length-of-Stay predictionManagement | —Unverified | 0 | 0 |
| Length of Stay prediction for Hospital Management using Domain Adaptation | Jun 29, 2023 | Domain AdaptationLength-of-Stay prediction | —Unverified | 0 | 0 |
