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Editorial
. 2016 Nov;9(6):618-620.
doi: 10.1161/CIRCOUTCOMES.116.003308. Epub 2016 Nov 8.

Learning About Machine Learning: The Promise and Pitfalls of Big Data and the Electronic Health Record

Affiliations
Editorial

Learning About Machine Learning: The Promise and Pitfalls of Big Data and the Electronic Health Record

Rahul C Deo et al. Circ Cardiovasc Qual Outcomes. 2016 Nov.
No abstract available

Keywords: Editorials; heart failure; linear models; machine learning; medicine; risk factors.

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Conflict of interest statement

Conflict of Interest Disclosures: None.

Comment on

References

    1. Echouffo-Tcheugui JB, Greene SJ, Papadimitriou L, Zannad F, Yancy CW, Gheorghiade M, Butler J. Population risk prediction models for incident heart failure: a systematic review. Circ Heart Fail. 2015;8:438–447. - PubMed
    1. Deo RC. Machine Learning in Medicine. Circulation. 2015;132:1920–1930. - PMC - PubMed
    1. Ng K, Steinhubl SR, deFilippi C, Dey S, Stewart RF. Early Detection of Heart Failure Using Electronic Health Records: Practical Implications for Time before Diagnosis, Data Diversity, Data Quantity and Data Density. Circ Cardiovasc Qual Outcomes. 2016;9:XX–XXX. - PMC - PubMed
    1. Velagaleti RS, Gona P, Larson MG, Wang TJ, Levy D, Benjamin EJ, Selhub J, Jacques PF, Meigs JB, Tofler GH, Vasan RS. Multimarker Approach for the Prediction of Heart Failure Incidence in the Community. Circulation. 2010;122:1700–1706. - PMC - PubMed
    1. Goyal A, Norton CR, Thomas TN, Davis RL, Butler J, Ashok V, Zhao L, Vaccarino V, Wilson PWF. Predictors of Incident Heart Failure in a Large Insured Population: A One Million Person-Year Follow-Up Study. Circ Heart Fail. 2010;3:698–705. - PMC - PubMed