Skip to main content

Main menu

  • HOME
  • ARTICLES
    • Current Issue
    • Ahead of Print
    • Archives
    • Abstracts In Press
    • Special Issue Archive
    • Subject Collections
  • INFO FOR
    • Authors
    • Reviewers
    • Call For Papers
    • Subscribers
    • Advertisers
  • SUBMIT
    • Manuscript
    • Peer Review
  • ABOUT
    • The JABFM
    • The Editing Fellowship
    • Editorial Board
    • Indexing
    • Editors' Blog
  • CLASSIFIEDS
  • Other Publications
    • abfm

User menu

Search

  • Advanced search
American Board of Family Medicine
  • Other Publications
    • abfm
American Board of Family Medicine

American Board of Family Medicine

Advanced Search

  • HOME
  • ARTICLES
    • Current Issue
    • Ahead of Print
    • Archives
    • Abstracts In Press
    • Special Issue Archive
    • Subject Collections
  • INFO FOR
    • Authors
    • Reviewers
    • Call For Papers
    • Subscribers
    • Advertisers
  • SUBMIT
    • Manuscript
    • Peer Review
  • ABOUT
    • The JABFM
    • The Editing Fellowship
    • Editorial Board
    • Indexing
    • Editors' Blog
  • CLASSIFIEDS
  • JABFM on Bluesky
  • JABFM On Facebook
  • JABFM On Twitter
  • JABFM On YouTube
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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Benjamin Littenberg
From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
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
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • References
  • Info & Metrics
  • PDF
Loading

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.

Copyright & Usage 
© Copyright 2020 by the American Board of Family Medicine.

Author Information

  1. Levi N. Bonnell, MPH,
  2. Benjamin Littenberg, MD,
  3. Safwan R. Wshah, PhD and
  4. Gail L. Rose, PhD
  1. From University of Vermont College of Medicine, Burlington (LNB, BL, GLR); University of Vermont, College of Engineering and Mathematical Sciences, Burlington (SRW).
  1. Corresponding author: Levi Bonnell, MPH, 89 Beaumont Ave S459, Burlington, VT, 04505 (E-mail: levi.bonnell{at}med.uvm.edu)
View Full Text

Cited By...

  • 13 Citations
  • Google Scholar
PreviousNext
Back to top

In this issue

The Journal of the American Board of Family     Medicine: 33 (3)
The Journal of the American Board of Family Medicine
Vol. 33, Issue 3
May/June 2020
  • Table of Contents
  • Table of Contents (PDF)
  • Cover (PDF)
  • Index by author
  • Back Matter (PDF)
  • Front Matter (PDF)
Print
Download PDF
Article Alerts
Sign In to Email Alerts with your Email Address
Email Article

Thank you for your interest in spreading the word on American Board of Family Medicine.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
A Machine Learning Approach to Identification of Unhealthy Drinking
(Your Name) has sent you a message from American Board of Family Medicine
(Your Name) thought you would like to see the American Board of Family Medicine web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
1 + 6 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
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

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Share
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
Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Introduction
    • Materials and Methods
    • Results
    • Discussion
    • Appendix
    • Notes
    • References
  • Figures & Data
  • References
  • Info & Metrics
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • Machine Learning Applications and Advancements in Alcohol Use Disorder: A Systematic Review
  • Well-Being, New Technologies, and Clinical Evidence for Family Physicians
  • Google Scholar

More in this TOC Section

  • Regional Variation in Scope of Practice by Family Physicians
  • Successful Implementation of Integrated Behavioral Health
  • Identifying and Addressing Social Determinants of Health with an Electronic Health Record
Show more Original Research

Similar Articles

Keywords

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

Navigate

  • Home
  • Current Issue
  • Past Issues

Authors & Reviewers

  • Info For Authors
  • Info For Reviewers
  • Submit A Manuscript/Review

Other Services

  • Get Email Alerts
  • Classifieds
  • Reprints and Permissions

Other Resources

  • Forms
  • Contact Us
  • ABFM News

© 2025 American Board of Family Medicine

Powered by HighWire