Predicting Psychological Distress Amid the COVID-19 Pandemic by Machine Learning: Discrimination and Coping Mechanisms of Korean Immigrants in the US

被引:32
|
作者
Choi, Shinwoo [1 ]
Hong, Joo Young [2 ]
Kim, Yong Je [3 ]
Park, Hyejoon [4 ]
机构
[1] Texas State Univ, Sch Social Work, San Marcos, TX 78666 USA
[2] Univ North Florida, Dept Except Deaf & Interpreter Educ, Jacksonville, FL 32224 USA
[3] Texas State Univ, Ingram Sch Engn, San Marcos, TX 78666 USA
[4] Pittsburg State Univ, Dept Hist Philosophy & Social Sci, Pittsburg, KS 66762 USA
基金
美国国家科学基金会;
关键词
COVID-19; racism; mental health; Korean immigrants; United States; Artificial Neural Network; PERCEIVED RACIAL-DISCRIMINATION; CONNOR-DAVIDSON RESILIENCE; MENTAL-HEALTH; ASIAN-AMERICAN; ETHNIC-IDENTITY; DEPRESSION; INTERVENTION; ASSOCIATION; ADOLESCENTS; SOLIDARITY;
D O I
10.3390/ijerph17176057
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The current study examined the predictive ability of discrimination-related variables, coping mechanisms, and sociodemographic factors on the psychological distress level of Korean immigrants in the U.S. amid the COVID-19 pandemic. Korean immigrants (both foreign-born and U.S.-born) in the U.S. above the age of 18 were invited to participate in an online survey through purposive sampling. In order to verify the variables predicting the level of psychological distress on the final sample from 42 states (n= 790), the Artificial Neural Network (ANN) analysis, which is able to examine complex non-linear interactions among variables, was conducted. The most critical predicting variables in the neural network were a person's resilience, experiences of everyday discrimination, and perception that racial discrimination toward Asians has increased in the U.S. since the beginning of the COVID-19 pandemic.
引用
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页码:1 / 14
页数:14
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