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      Korean adolescents’ coping strategies on self-harm, ADHD, insomnia during COVID-19: text mining of social media big data

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          Abstract

          Introduction

          Since the Coronavirus disease 2019 (COVID-19), public safety measures, including social distancing and school closures, have been implemented, precipitating psychological difficulties and heightened online activities for adolescents. However, studies examining the impact of the pandemic on adolescent mental health and their coping strategies in Asian countries are limited. Further, most studies have used survey measures to capture mental health challenges so far. Accordingly, this study aimed to examine the psychological challenges South Korean adolescents experienced and their coping strategies during the pandemic using the Natural Language Processing (NLP) and Text mining (TM) technique on adolescents’ social media texts/posts.

          Methods

          The data were gathered from social media texts/posts such as online communities, Twitter, and personal blogs from January 1, 2019, to October 31, 2021. The 12,520,250 texts containing keywords related to adolescents’ common psychological difficulties reported during the pandemic, including self-harm, Attention-Deficit/Hyperactivity Disorders (ADHD), and insomnia, were analyzed by TM, NLP using information extraction, co-occurrence and sentiment analysis. The monthly frequency of the keywords and their associated words was also analyzed to understand the time trend.

          Results

          Adolescents used the word “self-harm” in their social media texts more frequently during the second wave of COVID-19 (August to September 2020). “Friends” was the most associated word with “self-harm.” While the frequency of texts with “Insomnia” stayed constant throughout the pandemic, the word “ADHD” was increasingly mentioned in social media. ADHD and insomnia were most frequently associated with ADHD medications and sleeping pills, respectively. Friends were generally associated with positive words, while parents were associated with negative words.

          Conclusion

          During COVID-19, Korean adolescents often expressed their psychological challenges on social media platforms. However, their coping strategies seemed less efficient to help with their difficulties, warranting strategies to support them in the prolonged pandemic era. For example, Korean adolescents shared psychological challenges such as self-harm with friends rather than their parents. They considered using medicine (e.g., sleeping pills and ADHD medication) as coping strategies for sleep and attention problems.

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          Most cited references43

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          Impact of COVID-19 pandemic on children and adolescents' lifestyle behavior larger than expected

          To the Editor: The ongoing coronavirus disease 2019 (COVID-19) spread is a public health emergency and global threat. Governments have ordered citizens to stay at home as an emergency measure and implemented school closures to prevent further spread of the infection. As of March 26, 2020, >150 million children and adolescents in 165 countries are affected by the closures. 1 Under such situations, physical and mental health problems are significant concerns. Particularly, children and adolescents' lifestyle behaviors, such as physical activity (PA) and sedentary behavior (SB) may have been drastically impacted due to the prolonged school closures and home confinement during the COVID-19 pandemic. It is well-known that reduced PA and prolonged SB are linked to both negative physical and mental health outcomes, 2 such as loss of muscular and cardiorespiratory fitness, weight gain, 3 psychosocial problems, 4 and even poor academic achievements. 5 Furthermore, evidence suggests that the negative impact may extend to adulthood. 6 Nonetheless, >70% of 1.6 million adolescents failed to achieve sufficient PA globally in 2016. 7 The current COVID-19 pandemic may further worsen this situation. Thus, a better understanding of the current situation of PA and SB during this pandemic among children and adolescents could help teachers, parents, and the Ministry of Education to urgently determine and implement effective policies and interventions for children and adolescents. However, till date, no study examined this issue. Therefore, we probed this aspect in detail during this critical time. We conducted a natural experimental longitudinal study among children and adolescents (6–17 years) in five schools in Shanghai, China, randomly selected from five districts with a high population density. The first survey was conducted from 3 to 21 January 2020 (Public health emergency was activated in Shanghai since January 24, 2020) and the second survey from 13 to 23 March 2020 (during the pandemic). In total, 2427 children and adolescents participated in the two surveys. Moderate- and vigorous-intensity PA was measured based on Global Physical Activity Questionnaire (GPAQ) developed by the World Health Organization. PA was calculated as weekly minutes of moderate-intensity PA plus twice the reported minutes of vigorous-intensity PA and was defined as inactive ( 2 h/day). Analyses were conducted using SPSS version 25. We analyzed data from 2426 children and adolescents (boys, 51.2%; girls, 48.8%) with valid data on PA and SB. Overall, the median time spent in PA decreased drastically, from 540 min/week (before the pandemic) to 105 min/week (during the pandemic), yielding 435 min reduction on average. Of note, during the pandemic, prevalence of physically inactive students extensively increased from 21.3% to 65.6%. Screen time considerably increased during the pandemic in total (+1730 min [or approximately 30 h] per week on average). Screen time during leisure was also prolonged, indicating that nearly a quarter of students engaged in long screen time for leisure. These data revealed a substantial decrease in PA and increase in screen time during the COVID-19 pandemic. The new coronavirus is still spreading globally, which may have the lasting impact on PA patterns and sedentary time, 8 posing severe challenges for children and adolescents as well. The reduced PA and prolonged SB may negatively impact children's and adolescents' physical and mental health, and in turn, such worsened health conditions would further reduce PA level and prolong SB. Such a vicious circle should thus be broken. Additionally, the evidence suggests that PA provides protection from viral infections, especially among vulnerable populations. 9 Therefore, governments, schools, professionals for health and exercise, and parents need to be aware of the severe situation and implement more effective interventions for PA immediately to minimize the negative impact of the COVID-19 pandemic on children's and adolescents' health (Table 1 ). Table 1 Physical activity and sedentary time before and during the COVID-19 pandemic among children and adolescents in China. Table 1 Total (n = 2426) Before the pandemic During the pandemic Absolute change P valuea Physical activity (min/week) 540 105 −435 2 h/day) 7.3% 30.9% +23.6% Data are shown as median or percentages. a Calculated using Wilcoxon test or Chi-squared test. b Defined as <30 min/day, whereas ≥30 and <60 min/day for insufficient physical activity and ≥60 min/day for sufficient physical activity. Funding and ethics approval This research was funded by the 10.13039/501100001809 National Natural Science Foundation of China (grant number 71804110) for Mi Xiang. The study protocol was approved by the Ethics Committee of Shanghai Jiaotong University School of Medicine (SJUPN-201813). The funding body had no role in the present study. Declaration of competing interest There is no conflict of interest of any authors with regard to this publication.
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            Increase in suicide following an initial decline during the COVID-19 pandemic in Japan

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              Solving the puzzle of deliberate self-harm: the experiential avoidance model.

              Despite increasing attention to the phenomenon of deliberate self-harm (DSH), the literature currently lacks a unifying, evidence-based, theoretical framework within which to understand the factors that control this behavior. The purpose of the present paper is to outline such a framework-the Experiential Avoidance Model (EAM) of DSH. The EAM poses that DSH is primarily maintained by negative reinforcement in the form of escape from, or avoidance of, unwanted emotional experiences. Literature on factors that may lead to experiential avoidance is reviewed, along with the mounting empirical evidence that DSH functions to help the individual escape from unwanted emotional experiences. The EAM integrates a variety of research on emotions, experiential avoidance, and DSH within a clinically useful framework that sparks novel research directions.
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                Author and article information

                Contributors
                Journal
                Front Psychiatry
                Front Psychiatry
                Front. Psychiatry
                Frontiers in Psychiatry
                Frontiers Media S.A.
                1664-0640
                15 November 2023
                2023
                : 14
                : 1192123
                Affiliations
                [1] 1Biomedical Research Institute, Seoul National University Hospital , Seoul, Republic of Korea
                [2] 2Department of Psychiatry and Behavioural Neurosciences, McMaster University , Hamilton, ON, Canada
                [3] 3Waypoint Research Institute, Waypoint Centre for Mental Health Care , Penetanguishene, ON, Canada
                [4] 4Division of Child and Adolescent Psychiatry, Department of Neuropsychiatry, Seoul National University Hospital , Seoul, Republic of Korea
                [5] 5VAIV Company , Seoul, Republic of Korea
                Author notes

                Edited by: Nicola Luigi Bragazzi, University of Parma, Italy

                Reviewed by: Tatsawan Timakum, Chiang Mai Rajabhat University, Thailand; Qing Xie, Shenzhen Polytechnic, China

                *Correspondence: Bung-Nyun Kim, kbn1@ 123456snu.ac.kr

                These authors have contributed equally to this work and share first authorship

                Article
                10.3389/fpsyt.2023.1192123
                10686066
                38034911
                4262c73d-b0ac-4f86-81d5-2101c58f6bcb
                Copyright © 2023 Do, Kim, Lim, Kim, Kwon, Kim, Lee and Kim.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 23 March 2023
                : 31 October 2023
                Page count
                Figures: 4, Tables: 5, Equations: 0, References: 44, Pages: 10, Words: 6900
                Funding
                Funded by: Office of Education, doi 10.13039/100007257;
                This work was supported by the Seoul School Health Promotion Center, Seoul Metropolitan Office of Education in South Korea (no. 20210605923-00) and by Donation Research of Community & School-based Mental Health Enhancement by Stress Management for Adolescents (no. 3020220290).
                Categories
                Psychiatry
                Original Research
                Custom metadata
                Adolescent and Young Adult Psychiatry

                Clinical Psychology & Psychiatry
                adolescent,text mining,social media,self-harm,insomnia,attention,covid-19,south korea

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