Concepedia

Predicting hypoglycemia in critically Ill patients using machine learning and electronic health records

Sreekar Mantena, Aldo Robles Arévalo, Jason H. Maley, Susana M. Vieira, Roselyn Mateo-Collado, João M. C. Sousa, Leo Anthony Celi

Journal of Clinical Monitoring and Computing · 2021 · 22 citations · 21 references

Open access

Concepts

ComputingBiomedical InformaticsHealth InformaticsClinical Decision SupportElectronic Health RecordsMachine LearningDecision Support In HealthcareElectronic Health Record AnalyticsElectronic Health Record PhenotypingHypoglycemia ManagementIntensive Care MedicinePredictive Health ModelingElectronic Health Record Prediction ModelsHospital Electronic Health RecordsMachine Learning DiagnosticsMachine Learning For Health MonitoringMachine Learning For HealthcareMachine Learning Prediction ModelsTreatment Algorithms For Hypoglycemia

References

21

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

Data Structures for Statistical Computing in Python

Wes McKinney · Proceedings of the Python in Science Conferences · 2010 · 11.3K citations · Full text

Natural Sciences, Computer Science, Finance +10

The NumPy Array: A Structure for Efficient Numerical Computation

Stéfan van der Walt, Steven C. Colbert, Gaël Varoquaux · Computing in Science & Engineering · 2011 · 11.1K citations · Full text

Computing, Computer Science, High-performance Computing +14

The eICU Collaborative Research Database, a freely available multi-center database for critical care research

Tom Pollard, Alistair E. W. Johnson, Jesse D. Raffa et al. · Scientific Data · 2018 · 1.8K citations · Full text

Computing, Biomedical Informatics, Health Informatics +17