Concepedia

A machine learning-based framework to identify type 2 diabetes through electronic health records

Tao Zheng, Wei Xie, Liling Xu, Xiaoying He, Ya Zhang, Mingrong You, Gong Yang, You Chen

International Journal of Medical Informatics · 2016 · 359 citations · 28 references

Open access

Concepts

ComputingBiomedical InformaticsHealth InformaticsElectronic Health RecordsFeature EngineeringMachine LearningDiabetes MellitusElectronic Health Record AnalyticsElectronic Health Record PhenotypingFeature Engineering For PhenotypesGenotype-phenotype Association AnalysisClassification ModelsDisease Phenotype IdentificationGenotype-phenotype AssociationsLogistic RegressionMachine Learning Prediction ModelsNaive BayesPhenome-wide Association StudiesPhewas Phenotyping

References

28

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New England Journal of Medicine · 2002 · 19K citations · Full text

Medicine, Endocrinology, Diabetology +1

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A New Initiative on Precision Medicine

Francis S. Collins, Harold Varmus · New England Journal of Medicine · 2015 · 5.2K citations · Full text

Medicine, Biomedical Sciences, Oncology +15

Effect of intensive blood-glucose control with metformin on complications in overweight patients with type 2 diabetes (UKPDS 34). UK Prospective Diabetes Study (UKPDS) Group.

PubMed · 1998 · 4.3K citations

Medicine, Endocrinology, Pharmacotherapy +17

Sparse Approximate Solutions to Linear Systems

B. K. Natarajan · SIAM Journal on Computing · 1995 · 2.8K citations

Computing, Computer Science, Algorithms +15