ABSTRACT
Affective computing (AC) has been regarded as a relevant approach to identifying online learners' mental states and predicting their learning performance. Previous research mainly used one single-source data set, typically learners' facial expression, to compute learners' affection. However, a single facial expression may represent different affections in various head poses. This study proposed a dual-source data approach to solve the problem. Facial expression and head pose are two typical data sources that can be captured from online learning videos. The current study collected a dual-source data set of facial expressions and head poses from an online learning class in a middle school. A deep learning neural network using AlexNet with an attention mechanism was developed to verify the syncretic effect on affective computing of the proposed dual-source fusion strategy. The results show that the dual-source fusion approach significantly outperforms the single-source approach based on the AC recognition accuracy between the two approaches (dual-source approach using Attention-AlexNet model 80.96%;single-source approach, facial expression 76.65% and head pose 64.34%). This study contributes to the theoretical construction of the dual-source data fusion approach, and the empirical validation of the effect of the Attention-AlexNet neural network approach on affective computing in online learning contexts.
ABSTRACT
The global COVID-19 pandemic increased social media usage to obtain information and to share concerns, feelings, and emotions, turning it into a prolific field of research through which it is possible to understand how audiences are coping with the multitude of recent challenges. This paper presents results from a social media analysis of 61532 education-related news headlines posted by the major daily news provider in Portugal, Sic Notícias, on Facebook, from January to December 2020. We focus on how the news impacted on audiences' emotional response and discourse, and we analyze the key issues of the most commented news content. The results show a prevailing sadness among audiences and a very negative discourse all throughout 2020, with a high degree uncertainty being expressed. The main concerns revolved around parents supporting children in their first remote learning endeavors, financial sustainability, the lack of devices, the disinfection of schools, and the students' mobility, particularly in the non-higher education context.
ABSTRACT
Background: The COVID-19 pandemic has brought about social changes that have impacted the functioning and dynamics of couples in a romantic relationship, arising from the overwhelming amount of added stress they have endured. Specifically, the divorce rate in Portugal has increased after lockdown, which underscores the adverse consequences of COVID-19 on couples. A lower quality of the couple's relationship may worsen the emotional representation of COVID-19; however, the literature suggests that perceived partner dyadic coping responses have a great influence on adverse events. The aim of the present study was to assess the mediating role of partner coping in the association between relationship quality and emotional representation of COVID-19. We also sought to observe whether the length of the relationship moderates this association. Methods: Participants (N = 528) were adults living in Portugal (84.7% female) currently in a romantic relationship with their current partner for at least 1 year. Online data collection. Results: We found that relationship quality predicted COVID-19 emotional representation, but this association was fully mediated by total dyadic coping. This association was especially significant in couples with a shorter length of time in the relationship. Conclusions: We point out the importance of dyadic coping as a protective factor against emotional distress to cope with the ongoing stressors associated with the COVID-19 pandemic. These data suggest the need for relationship education programs that promote positive coping between partners. Supplementary Information: The online version contains supplementary material available at 10.1007/s10608-023-10379-4.
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Introduction: The study aimed to explore teachers' general working conditions, job demands and resources, and teachers' general well-being in four middle schools in the Southeastern U.S during COVID-19. Methods: The methodology for this study was qualitative. The sampling strategy was purposeful and comprised 15 educators. The data were collected utilizing two semi-structured interviews and documentation. The data analysis consisted of thematic analysis. Results: The study's results revealed seven themes that emerged from the data: (1) Changes in working conditions;(2) teachers' well-being and working conditions;(3) perceived teachers' new job demands and additional workload;(4) emotionally draining job demands;(5) perceived available job resources;(6) perceived need for job resources;and (7) strategies teachers used to cope with stress. Discussion: The lessons learned during the pandemic in these four organizations may assist leaders in designing new policies and avoid further deterioration of teachers' well-being. Limitations: Access to the organization's documentation and the sample size were limitations. Conclusions: The shift in job demands and job resources during the pandemic placed teachers at risk of emotional exhaustion and burnout.
ABSTRACT
The COVID-19 pandemic is having a dramatic impact on societies and economies around the world. With various measures of lockdowns and social distancing in place, it becomes important to understand emotional responses on a large scale. In this paper, we present the first ground truth dataset of emotional responses to COVID-19. We asked participants to indicate their emotions and express these in text. This resulted in the Real World Worry Dataset of 5,000 texts (2,500 short + 2,500 long texts). Our analyses suggest that emotional responses correlated with linguistic measures. Topic modeling further revealed that people in the UK worry about their family and the economic situation. Tweet-sized texts functioned as a call for solidarity, while longer texts shed light on worries and concerns. Using predictive modeling approaches, we were able to approximate the emotional responses of participants from text within 14% of their actual value. We encourage others to use the dataset and improve how we can use automated methods to learn about emotional responses and worries about an urgent problem. © ACL 2020.All right reserved.
ABSTRACT
The outbreak of information epidemic in crisis events, with the channel effect of social media, has brought severe challenges to global public health. Combining information, users and environment, understanding how emotional information spreads on social media plays a vital role in public opinion governance and affective comfort, preventing mass incidents and stabilizing the network order. Therefore, from the perspective of the information ecology and elaboration likelihood model (ELM), this study conducted a comparative analysis based on two large-scale datasets related to COVID-19 to explore the influence mechanism of sentiment on the forwarding volume, spreading depth and network influence of information dissemination. Based on machine learning and social network methods, topics, sentiments, and network variables are extracted from large-scale text data, and the dissemination characteristics and evolution rules of online public opinions in crisis events are further analyzed. The results show that negative sentiment positively affects the volume, depth, and influence compared with positive sentiment. In addition, information characteristics such as richness, authority, and topic influence moderate the relationship between sentiment and information dissemination. Therefore, the research can build a more comprehensive connection between the emotional reaction of network users and information dissemination and analyze the internal characteristics and evolution trend of online public opinion. Then it can help sentiment management and information release strategy when emergencies occur.
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Understanding how people's interest and emotional state change in response to news coverage of a particular topic and elucidating the characteristics of these changes can reveal the shifting nature of attention and emotion. We analyzed people's interest and emotional responses expressed via Twitter in response to news coverage of announcements of new cases of coronavirus disease 2019 (COVID-19) as a case study. As a measure of interest, we examined replies to tweets of news items posted by media outlets on Twitter, and classified the emotional content of each reply tweet using Plutchik's wheel of emotion. The analysis suggested that people were most interested in COVID-19 case numbers in April 2020, when the first wave of cases occurred and the first emergency declaration was issued, and in July 2020, when the second wave of cases emerged. The results revealed that fear was the most commonly expressed emotion. The ratio of fear-related tweets was highest in February and March 2020, a time at which new COVID-19 cases were confirmed in various locations and there was substantial public discussion regarding whether Japan would declare a state of emergency for the first time. © 2022 IEEE.
ABSTRACT
The emergence of the COVID-19 pandemic has led to an unprecedented change in the lifestyle routines of millions of people. Beyond the multiple repercussions of the pandemic, we are also facing significant challenges in the population's mental health and health programs. Typical techniques to measure the population's mental health are semiautomatic. Social media allow us to know habits and daily life, making this data a rich silo for understanding emotional and mental well-being. This study aims to build a resilient and flexible system that allows us to track and measure the sentiment changes of a given population, in our case, the Mexican people, in response to the COVID-19 pandemic. We built an extensive data system utilizing modern cloud-based serverless architectures to analyze 760,064,879 public domain tweets collected from a public access repository to examine the collective shifts in the general mood about the pandemic evolution, news cycles, and governmental policies using open sentiment analysis tools. We provide metrics, advantages, and challenges of developing serverless cloud-based architectures for a natural language processing project of a large magnitude. © 2022, The Author(s).
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In March 2020, the COVID-19 Pandemic wreaked havoc on our nation's educational system. Students, teachers, and administrators were forced to engage in a new remote learning model, which was unfamiliar. This narrative study draws on the lived experiences of six K-12 teachers in Southwest Ohio urban school districts. The data analysis was examined through the lens of the Science of Learning and Development framework (SoLD). Findings highlight the impact of COVID-19 on curriculum implementation. Results show that unprepared teachers could not pivot to online learning effectively, which may intensify the educational gaps and inequities among students in six urban schools in Southwest Ohio.
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The COVID-19 pandemic has had a significant impact on Shuya University. For a year, the students had to do all their academic work online, which has turned out to be both intellectual and emotional lockdown for them. Now that the students are back at the campus, there has been a significant fall in the students' motivation to study and a rise in the withdrawals from the courses. The escape into the Internet and the absence of face-to-face communication with peers and professors have disorientated the students and have had an impact on their academic integrity. Yet, the crisis has showed some positive implications that result from revealing the potential of virtual learning environments with new methods of interactions between students and teachers and changing the overall way of governing the university. The authors present an overview of a few "new-normal" academic trends that emerged after the pandemic outbreak and seem to have set in at the provincial Russian university in the city of Shuya.
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Little is known about the emotional experience of children and young people during lockdown, their coping strategies on COVID-19 pandemic context and their influence on the emotional state when dealing with the challenges associated with lockdown. In this study, 1031 children and young people (865 aged 8-15 years old and 166 aged 16-25 years old) answered an online self-report survey, specifically designed to assess the perceived potential contribution of SES learned/developed in the Gulbenkian Academies for Knowledge--a national initiative--in coping with the consequences of the context of the COVID-19 pandemic during the Portugal first lockdown. There are three main findings. First, the prevalent emotional pattern was predominantly negative (53.7%) for the younger participants (most frequent emotions: boredom 66.9%, worry 47.8%) and predominantly positive (52.0%) for the older participants (most frequent emotions: boredom 70.1% and tranquillity 52.6%). Second, school activities (25.2%, 8-15 subsample, 32.7%, 16-25 subsample) and self-knowledge and self-regulation activities/strategies (24.8%, 8-15 subsample, 20.0%, 16-25 subsample) were the most frequently reported by participants from both subsamples and that this has significantly interfered with their emotional state: among 8-15 subsample, they reported feeling more excited, more calm, more optimistic and more hopeful, among 16-25 subsample, they reported feeling more cheered up, more optimistic, more quiet and more hopeful. Culinary and horticultural activities predict about 4% the possibility of feeling hope, sadness, optimism, irritation, and worry (8-15 years old) and school activities contribute about 17% to the explanation of the emotional states of sadness and optimism (16-25 years old). Third, both the younger and the older participants showed a medium-superior level of socio-emotional skills and those SES predict about 20% the possibility of feeling optimistic, irritation, sad, hopeful, and bored (8-15 years old) and about 12% the possibility of feeling sadness (16-25 years old). The potential of social and emotional skills in exceptional circumstances and vulnerabilities are discussed.
ABSTRACT
This research aims to explore the reactions of students in the face of the pandemic emergency in progress, also in relation to the need and novelty of distance learning, a form in which there is no physical coexistence, in the classroom of teachers and students, and which mainly uses online tools. We asked ourselves the following questions: What is the emotional impact in facing the exam tests? What awareness do students have of the role that emotions play so much in learning and testing processes in exams? The information that we have obtained is useful in the reformulation of our didactic proposal for its consolidation in a metacognitive sense. This is the result that we expect from the research as well as that of offering a contribution to the international debate regarding the changes that the onset of COVID will bring in the ways of addressing the verification of learning in the university environment. The perspective is constructivist-cognitivist, but does not forget the hermeneutic epistemic framework that has always accompanied our studies. The methodological approach is, therefore, quantitative because it is based on the administration of a questionnaire and on the comparative analysis of the data that emerged, but it can also be defined as qualitative due to the relevance that the analysis of their qualities assumes, or rather of the relationships that exist between the data itself as between the latter and the context.
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It was aimed to reveal whether there is a statistically significant relationship between the gender, age, sportive activity status and duration of the students studying at xxx University in the 2020-2021 academic year on their life skills levels. In this study descriptive survey method was used. A personal information form was used to obtain information about the demographic characteristics of 215 students, 71 male and 144 female and "Life Skills Scale" which was developed by Bolat and Balaman (2017) was used to determine the life skills levels, who participated in the study. Independent sample T test was used to determine the significant difference between two independent variables and life skills. Anowa Analysis of Variance techniques were used to determine the difference between more than two variables and life skills. Pearson correlation analysis was made to determine the relationship between Life Skills Scale and ages of students and duration of sports activities. The results were evaluated according to the p<0.05 significance level. It has been determined there is a significant difference in the sub-dimensions of coping with stress and emotions, empathy and self-awareness, decision making and problem solving about students gender and life skills scale according to the data obtained. It has been determined there is a significant difference in all sub-dimensions of the students' sportive activities and life skills scale. It has been determined there is a positive significant relationship in students' weekly sporting activity time and life skills scale on the sub-dimension of decision making and problem solving.
ABSTRACT
Family caregivers play an important role in providing main support for family members with a disability in order for them to function normally in their everyday life. The main goal of this research study is to promote psychological health awareness of stroke family caregivers in Brunei Darussalam, especially during the pandemic of COVID-19. This study concentrated particularly on long-term family caregivers who provide care to stroke family members who were severely affected by the disease that caused them to heavily depended on their family caretakers. This qualitative research involves interviewing 8 locals participants using snowballing sampling and a thematic analysis approach that investigate thoroughly the challenges and identifies the needs required by family caregivers in Brunei. The findings of the study discovered that all family caregivers experience psychological issues such as 'Depression' and 'Stress' and are in need of family support and self-care to reduce challenges they experience such as emotional exhaustion, physical problem, sleep deprivation, financial issues, and accessibility to basic needs in caregiving.
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The temporary shift from face-to-face instruction to online teaching at North American universities as an alternative solution in response to the COVID-19 pandemic brought significant challenges to international students who had to study abroad from their home countries. Studies on how international students perceive their study-abroad-from-home experiences in such an emergency remote teaching (ERT) context remain scarce. Through the lens of community of inquiry and an additional perspective of emotional presence, this study explored 13 first-year international graduate students' perceptions and experiences of their learning in ERT. Based on the analyses of the pre-learning questionnaire survey results and a series of three reflection journal entries, the study finds that teaching presence has played a vital role in shaping students' understanding and experiences when they participated in a study-abroad graduate program from their home countries. In addition, the participants demonstrated mixed emotions of both frustration and appreciation/thankfulness as well as an isolation-connectedness emotional trajectory during their learning process. The study inspires an exploration of more diverse options for international education programs and continued effort in providing institutional support to ensure better learning experiences in a post-COVID community of inquiry.
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Objectives: The purpose of the study was to illuminate and assess the experiences and feelings of the staff of a center for teaching and learning at one South African university during the early months (April--June 2020) of the COVID-19 pandemic lockdowns when it switched from face-to-face teaching to emergency remote teaching (ERT). It explores the practical, operational, ethical, cultural, and emotional questions that the staff of this center dealt with as they supported the university in ERT provision. Method: This paper draws on in-depth interviews with 23 staff members of the Centre for Innovation in Learning and Teaching (CILT) who revealed not only the logistical, technical, and administrative challenges faced during the ERT rollout period but the efforts they made to ensure that their efforts promoted equity (for students), agility (for the university), and psychological sustainability (for themselves). Findings: Using cultural historical activity theory as a lens to assess CILT staff activities, findings indicate that a number of contradictions and tensions emerged during this period--concerning exacerbated inequities, pedagogical compromises, cultural anxieties, and psychological pressures--that could not be fully resolved but only managed. Implications for Research: CILT staff are interested not only in providing logistical, technical, and practical support to a university but also in dealing effectively with the ethical, cultural, and emotional concerns that arise in times of crisis and transition, such as the current one. Understanding what happened during COVID-19 may offer insights into how other centers for teaching and learning can adjust to what will likely remain an unstable future in higher education. Conclusion: The pandemic ruptured the previously organic change and growth that characterized CILT development, transforming it as the staff responded to this South African university's need to provide support to academics and students engaging with ERT.
ABSTRACT
The genesis and spread of COVID-19 around the world since 2020 have caused severe impacts in every aspect of people's lives, from work life to recreation, social activities to physical health. Higher education has not been excluded. Universities have altered curriculum, changed delivery methods, provided more counseling, purchased new technology, and altered attendance policy for classroom, athletic, social and artistic events (Hamlin, 2021). To assess the impacts of these changes on college students, the authors created a questionnaire to ask students about their perceptions of these COVID-related impacts on their own personal lives. The survey had 56 questions about how the virus affected their academic, social, financial, physical and emotional lives. Over 800 students responded with objective input and subjective comments. Due to the volume of data, the authors have split the study into two parts. The survey results for the first part, academic and social aspects of the survey, were published in "Understanding the Impact of Covid-19 on College Student Academic and Social Lives," Research in Higher Education Journal Volume 41 (see http://www.aabri.com/manuscripts/213347.pdf). It will sometimes be referred to herein to provide clarity to the reader. The actual survey itself can also be found at that site. This paper focuses on the impact of the coronavirus on student financial and physical well-being, which have become major stressors to this age group and have contributed to higher levels of anxiety and depression. It also examines how the virus has affected their social and emotional well-being. Lastly, recommendations are made to help educators understand the severity of the problem, and to take action to provide assistance for those students who have been adversely affected.
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The concept of digital game addiction has become an important issue that needs to be studied, depending on the increase in the time spent on the internet today, where technology and internet usage times are increasing rapidly. In this context, this study aimed to understand the antecedents of high school students' online game addiction risks. The survey method was used in the study. Within the scope of the research, 559 high school students randomly selected from this population formed the sample of the study. The "Game Addiction Scale for Adolescents," adapted into Turkish by Ilgaz (2015), was used as a data collection tool in the study. The results showed that digital game addictions of high school students were formed at the highest level in the dimensions of mood modifications, tolerance, and salience, respectively. The lowest averages were in the withdrawal and conflict dimensions. These findings show that high school students experience many emotional states in the game at a high level. Besides, while digital game addiction of male students was higher, it was determined that games played via computer caused more digital addiction. While digital game addictions of high school students do not change according to their grade level and academic achievement, their digital game addictions change according to family income level, playing time, and parental education level.
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Mobile learning (ML) is extremely relevant to distance teaching. Although much is known about ML usage in teacher education, less is known about crucial points in teachers' ML adoption process under constraints such as the COVID-19 pandemic. The aim of this exploratory case study was to gain insight into the ML adoption process, including its critical points, by examining teachers' emotion-related language. This study investigated the emotional response of 32 inservice teachers to Mobile Learning (ML) adoption while attending ML training during the COVID-19 pandemic. The data were collected using semi-structured interviews (10), focus groups (3), and participants' reflections (96) at five time points. The data underwent multilevel analysis (content and linguistic analyses), revealing two critical stages during the ML adoption process and indicating several factors that may affect the quality of emotional response, thereby promoting or impeding this process. The study highlights the critical sages and their related features that must be addressed to promote optimal ML adoption in teacher education in both routine and emergency conditions.
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Background: Quarantine as one of the most effective epidemic prevention measures, significantly increased people's stress levels. Ongoing monitoring of the stress status of people under quarantine during the pandemic is an important part of assessing the long-term impact of COVID-19 on mental health. This study aimed to gain a more comprehensive understanding of the stress status of people under quarantine, including perceived stress and stress responses, during the third year of the COVID-19 pandemic in China. Methods: An anonymous online survey was conducted among 464 participants from 39 cities in China from March 31 to April 12, 2022. The survey included three questionnaires: a self-designed questionnaire collecting demographic information and quarantine characteristics, the Perceived Stress Scale (PSS-10) and the Stress Response Questionnaire (SRQ). The t-test or one-way ANOVA or the Welch F-test were used to examine the differences among demographic and quarantine variables of perceived stress and stress responses, then multiple linear regressions were performed to identify the predictors of perceived stress and stress responses. Results: 428 valid respondents were finally included. The average scores of perceived stress, total stress response, emotional response, physical response, and behavioral response were 14.70 ± 7.02, 50.24 ± 22.48, 20.35 ± 9.99, 15.23 ± 7.25, and 11.39 ± 5.27, respectively. The regression analysis showed that the degree of financial worries and days of continuous quarantine were the predictors of perceived stress. The degree of financial worries was a vital factor in predicting total stress response, emotional response, physical response and behavioral response, and in predicting emotional response, age was also a significant predictor. Conclusion: The stress status of individuals under quarantine was generally stable but still needs further attention during the third year of the COVID-19 pandemic. People who are young, have a high degree of financial worries and have been quarantined for a long time may be at a higher risk of perceived stress and stress responses. Relevant authorities should pay closer attention to the risk groups, and additional support and assistance might be required for those mostly worried about their financial situations under quarantine.