A Machine Learning Approach to Identification of Unhealthy Drinking

Levi N. Bonnell; Benjamin Littenberg; Safwan R. Wshah; Gail L. Rose

doi:10.3122/jabfm.2020.03.190421

Research ArticleOriginal Research

A Machine Learning Approach to Identification of Unhealthy Drinking

Levi N. Bonnell, Benjamin Littenberg, Safwan R. Wshah and Gail L. Rose

The Journal of the American Board of Family Medicine May 2020, 33 (3) 397-406; DOI: https://doi.org/10.3122/jabfm.2020.03.190421

Levi N. Bonnell

From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).

MPH

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Benjamin Littenberg

From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).

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Safwan R. Wshah

From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).

PhD

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Gail L. Rose

From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).

PhD

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Article Information

vol. 33 no. 3 397-406

DOI

https://doi.org/10.3122/jabfm.2020.03.190421

PubMed

32430371

Published By

The Journal of the American Board of Family Medicine

Print ISSN

1557-2625

Online ISSN

1558-7118

History

Received for publication November 15, 2019
Revision received January 31, 2020
Accepted for publication February 5, 2020
Published online May 19, 2020.

Author Information

Levi N. Bonnell, MPH,
Benjamin Littenberg, MD,
Safwan R. Wshah, PhD and
Gail L. Rose, PhD

From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).

Corresponding author: Levi Bonnell, MPH, 89 Beaumont Ave S459, Burlington, VT, 04505 (E-mail: levi.bonnell{at}med.uvm.edu)

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The Journal of the American Board of Family Medicine

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May/June 2020

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A Machine Learning Approach to Identification of Unhealthy Drinking

Levi N. Bonnell, Benjamin Littenberg, Safwan R. Wshah, Gail L. Rose

The Journal of the American Board of Family Medicine May 2020, 33 (3) 397-406; DOI: 10.3122/jabfm.2020.03.190421

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A Machine Learning Approach to Identification of Unhealthy Drinking

Levi N. Bonnell, Benjamin Littenberg, Safwan R. Wshah, Gail L. Rose

The Journal of the American Board of Family Medicine May 2020, 33 (3) 397-406; DOI: 10.3122/jabfm.2020.03.190421

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Keywords

Alcohol Drinking
Alcoholism
Area Under Curve
Clinical Decision Rules
Decision Trees
Logistic Models
Machine Learning
Neural Networks (Computer)
Nutrition Surveys
Support Vector Machine

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