• Title/Summary/Keyword: Covid-19 Status

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Prediction of New Confirmed Cases of COVID-19 based on Multiple Linear Regression and Random Forest (다중 선형 회귀와 랜덤 포레스트 기반의 코로나19 신규 확진자 예측)

  • Kim, Jun Su;Choi, Byung-Jae
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.4
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    • pp.249-255
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    • 2022
  • The COVID-19 virus appeared in 2019 and is extremely contagious. Because it is very infectious and has a huge impact on people's mobility. In this paper, multiple linear regression and random forest models are used to predict the number of COVID-19 cases using COVID-19 infection status data (open source data provided by the Ministry of health and welfare) and Google Mobility Data, which can check the liquidity of various categories. The data has been divided into two sets. The first dataset is COVID-19 infection status data and all six variables of Google Mobility Data. The second dataset is COVID-19 infection status data and only two variables of Google Mobility Data: (1) Retail stores and leisure facilities (2) Grocery stores and pharmacies. The models' performance has been compared using the mean absolute error indicator. We also a correlation analysis of the random forest model and the multiple linear regression model.

Stress and Self-Management Efficacy of COVID-19 among Community-Dwelling Elderly (재가노인의 COVID-19에 대한 스트레스와 자기관리 효능감)

  • Hong, Insook;Cho, Ok-Hee
    • Journal of Digital Convergence
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    • v.19 no.4
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    • pp.383-392
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    • 2021
  • This study attempted to provide basic data to develop a nursing intervention for managing communicable diseases in the elderly by identifying the relationship between COVID-19 stress and self-management efficacy perceived by elderly individuals. Data were collected from 133 participants using a structured questionnaire on general characteristics, COVID-19 stress, and self-management efficacy. Data analysis included a t-test, ANOVA, and Pearson's correlation coefficients. The results revealed that COVID-19 stress differed according to occupation, educational attainment, economic status, and subjective health status, while self-management efficacy differed according to subjective health status. COVID-19 stress correlated positively with self-management efficacy, and there was a positive correlation in the prevention and home-management areas, among the lower areas. Therefore, appropriate COVID-19 stress among elderly individuals can act as a factor to increase the efficacy of prevention and home-management. As the pandemic continues, repeated studies should expand the range of participants and changes by period.

A Study on the Factors Affecting Practice Associated with COVID-19 among Adolescents (청소년의 COVID-19 예방행위에 영향을 미치는 요인)

  • Ha, Young-Sun;Na, Yoon-Joo
    • Journal of the Korea Convergence Society
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    • v.12 no.7
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    • pp.349-359
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    • 2021
  • This study was aimed to investigate the factors influencing COVID-19 practice of COVID-19 knowledge, COVID-19 attitude, COVID-19 perceived risk among adolescents. A descriptive study design was used. Participants were 164 high school students in D and K city. The data were collected from October 26 to November 6 2020. Collected data were analyzed by t-test, one-way ANOVA, Pearson's correlation coefficient, multiple regression using SPSS WIN 21.0 program. Results: The influential factor for COVID-19 practice was COVID-19 attitude (β=0.28, p<.001). It was found that satisfaction with peer relationship (β=-0.05, p=.493), economic status (β=-0.08, p=.270), subjective health status (β=-0.06, p=.438), COVID-19 knowledge (β=0.04, p=.571), COVID-19 perceived risk (β=0.05, p=.126) had no significant effect on COVID-19 practice. In order to develop a program to increase the COVID-19 practice for youth, it is necessary to prepare a plan to improve the attitude of COVID-19.

COVID-19 Impact on the Quality of Life of Teachers: A Cross-Sectional Study

  • Rabacal, Judith S.;Oducado, Ryan Michael F.;Tamdang, Khen A.
    • Asian Journal for Public Opinion Research
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    • v.8 no.4
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    • pp.478-492
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    • 2020
  • The COVID-19 global health crisis has affected the mental and psychological health and well-being of the people around the world. However, little is known about the impact of COVID-19 among Filipino teachers. This study was conducted to determine the impact of the COVID-19 pandemic on the quality of life (QoL) of professional teachers in the Philippines. A descriptive cross-sectional study was used involving 139 licensed professional teachers. The COVID-19 Impact on Quality of Life (COV19-QoL) was the primary measure used in this study. Descriptive statistics, t-test, and one-way ANOVA were the statistical tools employed to analyze the data. Results indicated a moderate COVID-19 impact on the QoL of the teachers. There was a significant difference in the impact of COVID-19 on QoL by degree program. However, the impact of COVID-19 on QoL did not significantly differ by age, sex, marital status, employment status, monthly salary, presence of a COVID-19 case near their residence, personal knowledge of someone who was infected or died of COVID-19, presence of a medical condition, and perceived threat. The psychological well-being and QoL of teachers must be recognized and teachers must be provided with support as they continue to adapt to the impact brought by the COVID-19 pandemic. This study contributes to the growing literature on the impact of the pandemic.

Health Behavior and Mental Health Status of Middle-Aged Male Workers Who Experienced Income Changes Due to COVID-19: A Analysis of Self-employed individuals and Wage Workers (COVID-19로 인한 소득변화를 경험한 중년남성 근로자의 건강행태 및 정신건강: 자영업자와 임금근로자 비교)

  • Kim, Juhye;Heo, Kyunghwa;Jung, Jinwook
    • Korean Journal of Occupational Health Nursing
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    • v.32 no.2
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    • pp.39-48
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    • 2023
  • Purpose: This study aimed to understand how changes in income due to the COVID-19 pandemic have affected the health behavior and mental health status of self-employed individuals. Methods: We compared the health behavior and mental health status of regular wage workers and self-employed individuals with no change in income, with that of self-employed individuals with reduced income due to the spread of COVID-19. Results: Smoking status, average amount of smoking per day, changes in the amount of smoking and drinking due to COVID-19, drinking frequency per year, monthly binge drinking experiences, subjective stress, and suicidal thoughts experienced by self-employed individuals with decreased income were not only higher than those of wage workers and self-employed individuals with maintained income, but their happiness index was also lower than the latter group. Conclusion: This study suggests that the change in total household income due to COVID-19 adversely affects the health behavior and mental health status of self-employed individuals. However, COVID-19-related policies focus only on economic loss compensation, and the health behavior and mental health management for self-employed individuals is insufficient. Therefore, it is necessary to establish policies for health behavior and mental health management of self-employed individuals.

The Analysis of the Relationship among Physical Activity Level, Subjective Health Status, COVID-19 Fear applying the Complex Sampling Design

  • Park, Jae-Ahm
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.6
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    • pp.139-147
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    • 2022
  • This study tried to analyze the relationship among physical activity level, subjective health status, COVID-19 Fear. This study used the 2020 Community Health Survey that includes 229,269 survey data from adults over 19 years old. The complex sampling design was applied including weight, stratification, cluster variables. Through the SPSS statistics program with complex sampling frequency analysis, complex sampling Chi-square and complex sampling regression, this study found followings. First, the group with high level of physical activity showed higher level of subjective health status than the group with low level of physical activity. Second, the group with high level of physical activity showed lower level of COVID-19 fear than the group with low level of physical activity. Third, the group with high level of subjective health status showed lower level of COVID-19 fear than the group with low level of subjective health status. However, this study has the limitation that this study did not check whether participant is diagnosed with Covid-19 or not.

Factors associated with parental intention to vaccinate their preschool children against COVID-19: a cross-sectional survey in urban area of Jakarta, Indonesia

  • Theresia Santi;Badriul Hegar;Zakiudin Munasir;Ari Prayitno;Retno Asti Werdhani;Ivo Novita Sah Bandar;Juandy Jo;Ruswati Uswa;Ratna Widia;Yvan Vandenplas
    • Clinical and Experimental Vaccine Research
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    • v.12 no.3
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    • pp.240-248
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    • 2023
  • Purpose: We reported a survey-based study assessing the parental intention to vaccinate children of 5 to 7 years old against coronavirus disease 2019 (COVID-19). The aim of this study is to assess factors influencing the parental intention to vaccinate their children against COVID-19. Materials and Methods: This study adopted a cross-sectional design, held at the public health center of Senen district, Jakarta, Indonesia from November 1-30, 2022. The off-line questionnaires were distributed via the school administrator to all eligible parents. Factors associated with intention to vaccinate were analyzed with the regression logistic models. Results: Of the 435 parents in this study, 215 had already vaccinated their children against COVID-19 (49.4%), and the overall intention of the participants to vaccinate was 69.7%. Factors associated with intention to vaccinate the children against COVID-19 were parental employment status, parental COVID-19 vaccine status and concern of contracting COVID-19. Parents who are employed, had completed vaccines with COVID-19 booster vaccine, and had concern of their children contracting COVID-19 were more likely to vaccinate their children (odds ratio [OR], 2.10; 95% confidence interval [CI], 1.22-3.69; p=0.011; OR, 2.15; 95% CI, 1.21-3.83; p=0.013; OR, 2.40; 95% CI, 1.34-4.30; p=0.004, respectively). Concern on the vaccine's side effects was negatively associated with the willingness to vaccinate. Conclusion: This study showed that childhood COVID-19 vaccine only covered half of the population, with parental intentions for childhood COVID-19 vaccination being high, reaching almost two-thirds of the study participants. Factors influencing parental intentions were employment status, parental COVID-19 vaccine status, concerns about COVID-19 and concerns about vaccine side effects.

Research on Changes in the Coffee and Tourism Industries After the End of COVID-19 Through Big Data Analysis

  • Hyeon-Seok Kim;Gi-Hwan Ryu
    • International Journal of Internet, Broadcasting and Communication
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    • v.16 no.2
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    • pp.43-49
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    • 2024
  • In early 2020, as the COVID-19 pandemic hit the world, widespread changes occurred throughout society. COVID-19 also brought changes in consumers' consumption behaviors and preferences. This study aims to find out how the current status of the tourism industry and the coffee industry has changed since the end of COVID-19 by conducting big data analysis focusing on the search frequency of Naver, Google, and the following, which are representative social networks in Korea. Designating "Coffee Industry + Tourism Industry" as the representative keyword, January 1, 2020 to December 31, 2020, the time of each COVID-19 outbreak, was set before the COVID-19 type, and January 1, 2023 to December 31, 2023 was set after the end of COVID-19. Based on the analyzed search binder big data analysis within the period, we would like to find out how the current status of the tourism industry and the coffee industry has changed since the end of COVID-19. Finaly, the coffee and tourism industries are on the path of recovery and growth. In particular, the rise in coffee consumption, the recovery of the number of tourists, the emphasis on local tourism, and the strengthening of links with global markets are prominent.

Long COVID symptoms and associated factors in registered nurses with COVID-19 (코로나19 확진 간호사의 롱코비드(long COVID) 증상과 관련 요인)

  • Park, Ga Eun;Park, Yeon-Hwan
    • The Journal of Korean Academic Society of Nursing Education
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    • v.30 no.1
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    • pp.49-60
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    • 2024
  • Purpose: The coronavirus disease 2019 (COVID-19) pandemic has had significant physical and psychological impacts on registered nurses (RNs). This study aimed to identify long COVID symptoms and their associated factors specifically among RNs. Methods: This descriptive correlational study's sample comprised 189 nurses (31.57±5.98 years, 93.7% female) in Korea. Self-reported long COVID symptoms were assessed using the COVID-19 Yorkshire Rehabilitation Scale. Data were collected from December 31, 2022, to January 13, 2023, using the online survey method and were analyzed using independent t-test, Wilcoxon signed-rank test, one-way ANOVA, Pearson's correlation, and a multiple linear regression analysis with the IBM SPSS Statistics 26.0 program. Results: A total of 179 participants (94.7%) experienced one or more long COVID symptoms. The most prevalent symptoms were weakness (77.8%), fatigue (68.3%), breathlessness (67.7%), cough/throat sensitivity/voice change (50.3%), and sleep problems (50.3%). The factors related to long COVID symptoms were marital status, type of institution, working time, acute COVID-19 symptoms, and vaccination status. The quarantine period (β=.26, p<.001) and the nursing workforce after COVID-19 (β=-.17, p=.018) were significantly associated with long COVID symptoms (Adjusted R2 =.33). Conclusion: Providing comprehensive recognition is necessary for the understanding of long COVID symptoms and their associated factors among nurses and could promote a long COVID symptom management education program targeted at nurses. Moreover, it could facilitate effective nursing care and education plans for long COVID patients.

Assessment of Covid-19 Response of the Medical Institutions Based on ISO Public Service Quality Management Framework (ISO 기반 공공서비스 품질관리 프레임워크를 바탕으로 한 의료기관의 COVID-19 대응 현황 평가)

  • Pyun, Jebum;Kim, Seungbeom
    • Journal of Korea Society of Industrial Information Systems
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    • v.25 no.6
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    • pp.69-84
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    • 2020
  • This study is conducted to improve the quality of healthcare services responding to COVID-19 by applying the public service quality management framework that is developed from ISO18091:2019 by the Ministry of the Interior and Safety of South Korea. The COVID-19 pandemic has been impacting the world since early 2020, and now in November 2020, it still has not been eliminated. The Korean medical institutions were able to prevent the spread of COVID-19 by agile test and strict cohort isolation. As a result, the so-called K-medical defense has achieved a positive reputation from around the world. In this study, we check and evaluate the current status of the COVID-19 response targeting some Korean hospitals by applying a quality control checklist based on the public service quality management framework. Status of 7 categories are analyzed based on the interview with 3 medical institutions. We also suggest improvements for better medical service quality in case of COVID-19 being prolonged.