External validation of a machine learning classifier to identify unhealthy alcohol use in hospitalized patients

Author:

Lin Yiqi1,Sharma Brihat2ORCID,Thompson Hale M.2ORCID,Boley Randy2ORCID,Perticone Kathryn3,Chhabra Neeraj45ORCID,Afshar Majid6ORCID,Karnik Niranjan S.12ORCID

Affiliation:

1. Rush Medical College Rush University Chicago IL USA

2. Department of Psychiatry and Behavioral Sciences Rush Medical College, Rush University Chicago IL USA

3. Addiction Medicine Cooper University Health Care Camden NJ USA

4. Department of Emergency Medicine, Rush Medical College Rush University Chicago IL USA

5. Department of Emergency Medicine John. H. Stroger, Jr. Hospital of Cook County Chicago IL USA

6. Division of Allergy, Pulmonary and Critical Care Medicine, Department of Medicine, School of Medicine and Public Health University of Wisconsin Madison WI USA

Funder

Agency for Healthcare Research and Quality

National Center for Advancing Translational Sciences

National Institute on Alcohol Abuse and Alcoholism

National Institute on Drug Abuse

Publisher

Wiley

Subject

Psychiatry and Mental health,Medicine (miscellaneous)

Reference33 articles.

1. Alcohol [Internet]. (2021) [cited 2021 Apr 20]. Available from:https://www.who.int/news-room/fact-sheets/detail/alcohol

2. Substance Abuse and Mental Health Services Administration. (2018)Key substance use and mental health indicators in the United States: Results from the 2018 National Survey on Drug Use and Health (HHS Publication No. PEP19–5068 NSDUH Series H‐54) [Internet]. Rockville MD:(2019) Center for Behavioral Health Statistics and Quality Substance Abuse and Mental Health Services Administration; 2019. Available from:https://www.samhsa.gov/data/

3. Center for Disease Control and Prevention. (2019)Excessive Alcohol Use: A Drain on the American Economy [Internet]. 2019. Available from:https://www.cdc.gov/alcohol/onlinemedia/infographics/excessive-alcohol-economy.html

4. Screening for Unhealthy Alcohol Use

5. Prevalence and routine assessment of unhealthy alcohol use in hospitalized patients

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