Predicting 28-day all-cause unplanned hospital re-admission of patients with alcohol use disorders: a machine learning approach
Patients with alcohol use disorders with the following characteristics were more likely to have unplanned re-admissions within 28 days: male, aged 45-49 or 70-74 or 75-79, with "respiratory system disorders" or "hepatobiliary system and pancreas disorders", or patients who use polysubstance. Interactions with emergency department or drug and alcohol service after discharge had reduced risk of hospital re-admission.
Authors
- Chao Deng (ORCID: https://orcid.org/0000-0003-1147-5741)
- Guoxin Su (ORCID: https://orcid.org/0000-0002-2087-4894)
- Jingxiang Zhang (ORCID: https://orcid.org/0000-0001-9091-4217)
- David W. Reid (ORCID: https://orcid.org/0000-0001-9517-8212)
- Siyu Qian (ORCID: https://orcid.org/0000-0002-1332-4800)
- Ping Yu (ORCID: https://orcid.org/0000-0002-7910-9396)
- Barbara Sinclair (ORCID: https://orcid.org/0000-0002-7580-1940)
Institutions
- Chinese Academy of Medical Sciences & Peking Union Medical College (CN)
- University of Wollongong (AU)
- University Ucinf (CL)
- Illawarra Shoalhaven Local Health District (AU)
Publication Details
- Journal
- Alcohol and Alcoholism
- Published
- 2025-05-14
- DOI
- https://doi.org/10.1093/alcalc/agaf036
- Primary Topic
- Alcohol Consumption and Health Effects
- Type
- article
- Field-Weighted Citation Impact
- 0.00