26TH IEEE SYMPOSIUM ON COMPUTERS AND COMMUNICATIONS (IEEE ISCC 2021)
|
2021年
关键词:
Comorbidity;
Social network analysis;
Machine learning;
Alcohol use disorder;
Electronic health records;
CLASSIFICATION;
D O I:
10.1109/ISCC53001.2021.9631512
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Alcohol Use Disorder (AUD) is a clinical diagnosis based on signs and symptoms that are related to excessive alcohol use and it increases the risk of many clinical conditions, psychological instabilities, and social issues. In this study, we aim to identify the comorbidities of Hazardous and Harmful drinkers. We obtained comorbidity networks for Hazardous, and Harmful drinkers using social network analysis techniques. Each network consists of several nodes that represent the diagnostic codes that patients were given during their hospitalization. To precisely identify the most exclusive comorbidities in each drinking group, we proposed a four-step process based on a machine learning algorithm and aggregation functions. Our findings show that the majority of the identified comorbidities in the Harmful drinking group are related to ICD-10 chapters XI, XIX, and XIII. The comorbidities of the Hazardous drinking group, however, did not present a similarly clear pattern.
机构:
Univ Penn, Dept Psychiat, Perelman Sch Med, Philadelphia, PA 19104 USA
Crescenz Vet Affairs Med Ctr, Vet Integrated Serv Network 4, Mental Illness Res Educ & Clin Ctr, Philadelphia, PA 19104 USAUniv Penn, Dept Psychiat, Perelman Sch Med, Philadelphia, PA 19104 USA
Kranzler, Henry R.
AMERICAN JOURNAL OF PSYCHIATRY,
2023,
180
(08):
: 565
-
572
机构:
Tel Aviv Univ, Sch Psychol Sci, Sharet Bulding, IL-69978 Tel Aviv, Israel
Tel Aviv Univ, Sagol Sch Neurosci, Tel Aviv, IsraelTel Aviv Univ, Sch Psychol Sci, Sharet Bulding, IL-69978 Tel Aviv, Israel
Barak, Segev
Ahmadiantehrani, Somayeh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Chicago, Inst Mind & Biol, Chicago, IL 60637 USATel Aviv Univ, Sch Psychol Sci, Sharet Bulding, IL-69978 Tel Aviv, Israel
Ahmadiantehrani, Somayeh
Logrip, Marian L.
论文数: 0引用数: 0
h-index: 0
机构:
Indiana Univ Purdue Univ, Dept Psychol, Indianapolis, IN 46205 USATel Aviv Univ, Sch Psychol Sci, Sharet Bulding, IL-69978 Tel Aviv, Israel
Logrip, Marian L.
Ron, Dorit
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Neurol, San Francisco, CA USATel Aviv Univ, Sch Psychol Sci, Sharet Bulding, IL-69978 Tel Aviv, Israel
机构:
Univ Hong Kong, Sch Publ Hlth, Hong Kong, Peoples R China
Univ Hong Kong, Li Ka Shing Fac Med, Sch Publ Hlth, 7 Sassoon Rd, Hong Kong 999077, Peoples R ChinaUniv Hong Kong, Sch Publ Hlth, Hong Kong, Peoples R China
Shi, Wenming
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION,
2024,
331
(09):