Leveraging Advanced Analytics to Understand the Impact of the COVID-19 Pandemic on Trends in Substance Use Disorders

Ewa J. Kleczyk, Jill Bana, Rishabh Arora
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Abstract

Coronavirus disease (COVID-19) caused an overwhelming healthcare, economic, social, and psychological impact on the world during 2020 and first part of 2021. Certain populations, especially those with Substance Use Disorders (SUD), were particularly vulnerable to contract the virus and also likely to suffer from a greater psychosocial and psychological burden. COVID-19 and addiction are two conditions on the verge of a collision, potentially causing a major public health threat. There is surge of addictive behaviors (both new and relapse), including use of alcohol, nicotine, and recreational drugs. This book chapter analyzed the bi-directional relationship between COVID-19 and SUD by leveraging descriptive summaries, advanced analytics, and machine learning approaches. The data sources included healthcare claims dataset as well as state level alcohol consumption to help in investigating the bi-directional relationship between the two conditions. Results suggest that alcohol and nicotine use increased during the pandemic and that the profile of SUD patients included diagnoses and symptoms of COVID-19, depression and anxiety, as well as hypertensive conditions.
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利用高级分析了解COVID-19大流行对物质使用障碍趋势的影响
冠状病毒病(COVID-19)在2020年和2021年上半年对世界造成了巨大的医疗保健、经济、社会和心理影响。某些人群,特别是那些有物质使用障碍的人群,特别容易感染这种病毒,也可能承受更大的社会心理和心理负担。COVID-19和成瘾是两种处于碰撞边缘的疾病,可能造成重大的公共卫生威胁。成瘾行为(包括新的和复发的)激增,包括使用酒精、尼古丁和娱乐性药物。本章通过使用描述性摘要、高级分析和机器学习方法分析了COVID-19与SUD之间的双向关系。数据来源包括医疗保健索赔数据集以及州一级的酒精消费量,以帮助调查两种情况之间的双向关系。结果表明,在大流行期间,酒精和尼古丁的使用增加,SUD患者的特征包括COVID-19的诊断和症状、抑郁和焦虑,以及高血压疾病。
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