scholarly journals Quantifying Inference Learning Model to Explore Twitter User Emotions

Increasing social media used by different peoples express their opinions and feelings in the form sentences and text messages. So that extracting the information from message i.e which consists different issues in text and identifying anxiety depression of individuals and measuring well-being or mood of a community. This is because of its significance in a wide scope of fields, for example, business and governmental issues. Individuals express assessments about explicit themes or elements with various qualities and powers, where these estimations are firmly identified with their own sentiments and feelings. Various techniques and lexical assets have been proposed to break down feeling from normal language writings, tending to various assessment measurements. In this article, we propose a novel inference methodology for quantifying and inferring the Twitters users’ conclusion grouping utilizing distinctive notion measurements as meta-level highlights. We consolidate angles, for example, assessment quality, feeling and extremity markers, created by existing estimation investigation strategies and assets. Our exploration demonstrates that the mix of assumption measurements gives critical improvement in Twitter feeling characterization errands, for example, extremity and subjectivity.

PLoS ONE ◽  
2021 ◽  
Vol 16 (3) ◽  
pp. e0248811
Author(s):  
Mohammad Ahmed Hammad ◽  
Turki Mahdi Alqarni

The Coronavirus Disease 2019 (COVID-19) pandemic has been posing a substantial challenge to human survival and well-being, which rely on the actions and behaviors of individuals. It is essential that accurate information is distributed; however, misinformation has been spread via social media. Consequently, the resulting panic has to be addressed while putting essential public health measures in place. It is also important to explore the link between the social media exposure and well-being. Therefore, in the current study, we aimed to identify the levels of anxiety, depression, and social isolation among individuals during the COVID-19 pandemic. Additionally, we explored the relationship between exposure to misleading social media news and anxiety, depression, and social isolation. A cross sectional design was employed to collect data from 371 Saudi participants (aged 16–60 years), using the Generalized Anxiety Disorder-7, Centre for Epidemiological Studies Depression Scale, and de Jong Gierveld Loneliness Scale. Results showed that the prevalence of anxiety, depression, and social isolation was 47.82%, 47.57%, and 46.42%, respectively. Further, more than 83% of the participants reported using social media frequently during the pandemic. We found that exposure to misinformation via social media has a significant positive relationship with anxiety, depression, and social isolation. However, Due to the cross-sectional nature of this study it cannot be determined whether social media causes negative mental health outcomes, or if individuals experiencing greater depression, anxiety and social isolation turn to social media more than others, or if some third variable might explain both. Based on our findings, we present specific suggestions related to the COVID-19 pandemic to the government of Saudi Arabia. Minoring and filtering out misleading information with the cooperation of the World Health Organization (WHO) can promote the spread of accurate news in Saudi Arabia.


2021 ◽  
Vol 13 (16) ◽  
pp. 9198
Author(s):  
Marta R. Jabłońska ◽  
Karolina Zajdel ◽  
Radosław Zajdel

After more than a year in a pandemic world, more than 171 million people worldwide have been infected and over 3.5 million have died. The number of those who have suffered mentally due to the pandemic is well above this number. The virus, lockdowns, forced quarantines, and problems related to jobs and everyday functioning have left their mark on mental health. Additionally, the massive spread of COVID-19 content of varying quality in social media is exacerbating this impact. On the other hand, in times of social distancing, these media are an important link with other people and a source of social support. The impact of the COVID-19 content in social media still requires further exploring. This influence on mental health may also vary geographically. There are more and more reports of discrimination against Asians due to COVID-19. We conducted a survey during lockdown in which 1664 respondents took part. After analyzing the impact of COVID-19 content in social media on the level of life satisfaction, anxiety, and depression, we compared this impact between European and Asian respondents. The results showed that dealing with these contents affects the level of anxiety, depression, and life satisfaction. Although most often these relations turned out to be negative, we have also identified those indicating a positive impact. This was particularly noticeable among Asian respondents, who additionally showed a lower relationship between reading COVID-19 content and their mental well-being than European respondents.


1970 ◽  
Vol 4 (2) ◽  
Author(s):  
Aan Nuraeni ◽  
Ristina Mirwanti ◽  
Anastasia Anna ◽  
Ayu Prawesti ◽  
Etika Emaliyawati

Prevalensi Penyakit Jantung Koroner (PJK) terus mengalami peningkatan setiap tahunnya dan menjadi masalah kesehatan utama di masyarakat saat ini. PJK berdampak terhadap berbagai aspek kehidupan penderitanya baik fisik, psikososial maupun spiritual yang berpengaruh terhadap kualitas hidup pasien. Isu kualitas hidup dan faktor-faktor yang berhubungan didalamnya belum tergambar jelas di Indonesia. Tujuan dari penelitian ini adalah mengidentifikasi faktor yang memengaruhi kualitas hidup pada pasien PJK yang sedang menjalani rawat jalan. Faktor-faktor yang diteliti dalam penelitian ini meliputi jenis kelamin, tingkat penghasilan, revaskularisasi jantung, rehabilitasi jantung, kecemasan, depresi dan kesejahteraan spiritual. Kecemasan diukur dengan Zung Self-rating Anxiety Scale, depresi diukur dengan Beck Depression Inventory II, kesejahteraan spiritual diukur dengan kuesioner Spirituality Index of Well-Beingdan kualitas hidup diukur menggunakan Seattle Angina Questionnaire. Penelitian ini menggunakan rancangan kuantitatif deskriptif dan analitik multivariatedengan regresi logistic. Diteliti pada 100 responden yang diambil secara randomdalam kurun waktu 1 bulan di Poli Jantung. Hasil penelitian menunjukkan faktor yang memengaruhi kualitas hidup pada pasien PJK adalah cemas (p) 0,002; Odd Ratio(OR) 4,736 (95% confidence interval(CI), 1,749 – 12,827); depresi (p) 0,003; OR 5,450 ( 95% CI, 1,794 – 16,562); dan revaskularisasi (p) 0,033; OR 3,232 (95% CI, 1,096 – 9,528). Depresi menjadi faktor yang paling berpengaruh terhadap kualitas hidup pasien PJK. Faktor yang memengaruhi kualitas hidup pada pasien PJK meliputi depresi, cemas dan revaskularisasi. Dari ketiga variabel tersebut depresi merupakan variabel yang paling signifikan berpengaruh, sehingga manajemen untuk mencegah depresi perlu mendapatkan perhatian lebih baik lagi dalam discharge planningataupun rehabilitasi jantung.Kata kunci: Cemas, depresi, faktor yang memengaruhi, kualitas hidup, spiritual.Factors Influenced the Quality of Life among Patients Diagnosed with Coronary Heart Disease AbstractCoronary Heart Disease (CHD) has affected multidimensional aspects of human live nowadays. Yet, quality of life and factors associated with quality of life among people who live with heart disease has not been explored in Indonesia. This study aimed to identify factors influenced the quality of life among people with CHD received outpatient services. Those factors are gender, income, revascularization, cardiac rehabilitation, anxiety, depression and spiritual well-being. Zung Self-rating Anxiety Scale was used to measure anxiety where depression level measured using Beck Depression Inventory II. Spirituality index was used to measure spiritual well-being. The quality of life level was measured using the Seattle Angina Questionnaire. This study used quantitative descriptive with multivariate analysis using logistic regression. 100 respondents were randomly selected from the Cardiac Outpatient Unit. Findings indicated factors influenced the quality of life of CHD patients using a significance of ƿ-value < 0.005 were: anxiety (ƿ=0,002, OR = 4,736, 95% CI, 1,749 – 12,827); depression (ƿ=0,003; OR=5,450, 95% CI, 1,794 – 16,562); and revascularizations (ƿ=0,033; OR=3,232, 95% CI, 1,096 – 9,528). Depression was considered as the most significant factor; therefore, managing depression is a priority in the discharge planning or cardiac rehabilitation programme. Keywords: Anxiety, depression, quality of life, spiritual, well-being.


2019 ◽  
Author(s):  
Craig Sewall ◽  
Daniel Rosen ◽  
Todd M. Bear

The increasing ubiquity of mobile device and social media (SM) use has generated a substantial amount of research examining how these phenomena may impact public health. Prior studies have found that mobile device and SM use are associated with various aspects of well-being. However, a large portion of these studies relied upon self-reported estimates to measure amount of use, which can be inaccurate. Utilizing Apple’s “Screen Time” application to obtain actual iPhone and SM use data, the current study examined the accuracy of self-reported estimates, how inaccuracies bias relationships between use and well-being (depression, loneliness, and life satisfaction), and the degree to which inaccuracies were predicted by levels of well-being. Among a sample of 393 iPhone users, we found that: a.) participants misestimated their weekly overall iPhone and SM use by 22.1 and 16.6 hours, respectively; b.) the correlations between estimated use and well-being variables were consistently stronger than the correlations between actual use and well-being variables; and c.) the amount of inaccuracy in estimated use is associated with levels of participant well-being as well as amount of use. These findings suggest that estimates of device/SM use may be biased by factors that are fundamental to the relationships being investigated. **This manuscript is currently under review**


Author(s):  
Munmun De Choudhury

Social media platforms have emerged as rich repositories of information relating to people’s activities, emotions, and linguistic expression. This chapter highlights how these data may be harnessed to reason about human mental and psychological well-being. It also discusses the emergent role of social media in providing a platform of self-disclosure and support to distressed and vulnerable communities. It reflects on how this new line of research bears potential for informing the design of timely and tailored interventions, provisions for improved personal and societal well-being assessment, privacy and ethical considerations, and the challenges and opportunities of the increasing ubiquity of social media.


2021 ◽  
pp. 105477382110032
Author(s):  
Nurul Huda ◽  
Yun-Yen ◽  
Hellena Deli ◽  
Malissa Kay Shaw ◽  
Tsai-Wei Huang ◽  
...  

The purpose of this study was to test the mediating effects of coping on relationships of psychological distress and stress with anxiety, depression, and quality of life. A cross-sectional and correlational research study was used to recruit a sample of 440 patients with advanced cancer in Indonesia. A bootstrap resampling procedure was used to test the significance of the total and specific indirect effects of coping. Data analysis showed that problem-focused coping (PFC) mediated relationships of psychological distress and stress on depression, anxiety and functional well-being. PFC also mediated the relationship between stress and social well-being. Emotional-focused coping (EFC) mediated the relationship of stress with physical and emotional well-being. EFC also mediated the relationships between psychological distress and physical well-being. Thus, proper assessments and interventions should be tailored and implemented for patients in order to facilitate their use of coping strategies when needed in stressful situations.


Author(s):  
Adrianos Golemis ◽  
Panteleimon Voitsidis ◽  
Eleni Parlapani ◽  
Vasiliki A Nikopoulou ◽  
Virginia Tsipropoulou ◽  
...  

Summary COVID-19 and the related quarantine disrupted young adults’ academic and professional life, daily routine and socio-emotional well-being. This cross-sectional study focused on the emotional and behavioural responses of a young adult population during the COVID-19-related quarantine in April 2020, in Greece. The study was conducted through an online survey. A total of 1559 young adults, aged 18−30 years, completed Steele’s Social Responsibility Motivation Scale and the De Jong Gierveld Loneliness Scale, and answered questions about compliance with instructions, quarantine-related behaviours and coping strategies. According to the results, participants displayed a relatively high sense of social responsibility (M = 16.09, SD = 2.13) and a trend towards moderate feeling of loneliness (M = 2.65, SD = 1.62); young women reported significantly higher levels of loneliness than men. The majority complied with instructions often (46.4%) or always (44.8%). Significantly more women created a new social media account and used the social media longer than 5 h/day, compared with men. Resorting to religion, practicing sports and sharing thoughts and feelings about COVID-19 with others predicted higher levels of social responsibility; humour, practicing sports and sharing thoughts and feelings about COVID-19 with others predicted lower levels of loneliness. Conclusively, COVID-19 is expected to have a significant psychological impact on young adults. Currently, Greece is going through the second quarantine period. This study raises awareness about loneliness in young adults during the COVID-19-related quarantine and highlights the importance of developing online programmes, attractive to younger people, to nurture adaptive coping strategies against loneliness.


BMJ Open ◽  
2020 ◽  
Vol 10 (11) ◽  
pp. e034696
Author(s):  
Leanne Hassett ◽  
Anne Tiedemann ◽  
Rana S Hinman ◽  
Maria Crotty ◽  
Tammy Hoffmann ◽  
...  

IntroductionMobility limitation is common and often results from neurological and musculoskeletal health conditions, ageing and/or physical inactivity. In consultation with consumers, clinicians and policymakers, we have developed two affordable and scalable intervention packages designed to enhance physical activity for adults with self-reported mobility limitations. Both are based on behaviour change theories and involve tailored advice from physiotherapists.Methods and analysisThis pragmatic hybrid effectiveness-implementation type 1 randomised control trial (n=600) will be undertaken among adults with self-reported mobility limitations. It aims to estimate the effects on physical activity of: (1) an enhanced 6-month intervention package (one face-to-face physiotherapy assessment, tailored physical activity plan, physical activity phone coaching from a physiotherapist, informational/motivational resources and activity monitors) compared with a less intensive 6-month intervention package (single session of tailored phone advice from a physiotherapist, tailored physical activity plan, unidirectional text messages, informational/motivational resources); (2) the enhanced intervention package compared with no intervention (6-month waiting list control group); and (3) the less intensive intervention package compared with no intervention (waiting list control group). The primary outcome will be average steps per day, measured with the StepWatch Activity Monitor over a 1-week period, 6 months after randomisation. Secondary outcomes include other physical activity measures, measures of health and functioning, individualised mobility goal attainment, mental well-being, quality of life, rate of falls, health utilisation and intervention evaluation. The hybrid effectiveness-implementation design (type 1) will be used to enable the collection of secondary implementation outcomes at the same time as the primary effectiveness outcome. An economic analysis will estimate the cost-effectiveness and cost-utility of the interventions compared with no intervention and to each other.Ethics and disseminationEthical approval has been obtained by Sydney Local Health District, Royal Prince Alfred Zone. Dissemination will be via publications, conferences, newsletters, talks and meetings with health managers.Trial registration numberACTRN12618001983291.


Author(s):  
Matthew Pittman ◽  
Emil Steiner

This study seeks to add nuance to the definition of binge-watching by identifying the subtypes of the general practice that reflect viewer rituals, motives, and outcomes. The two subtypes are (1) the healthy practice of ‘feast-watching’ and (2) the unhealthy practice of ‘cringe-watching’. While binge-watching as a singular behavior has been associated with anxiety, depression, and loneliness, a survey ( N = 800) finds that binge-watching which is solo, accidental, and distracted (cringe-watching) predicts increased regret and decreased well-being. However, binge-watching that is planned, social, and attentive (feast-watching) predicts positive outcomes. These subtypes add much needed organizational clarity to the discussion of binge-watching, which, due to its popularity, has grown into a catchall for extended video consumption.


2020 ◽  
pp. 002087282097061
Author(s):  
Qin Gao ◽  
Xiaofang Liu

Racial discrimination against people of Chinese and other Asian ethnicities has risen sharply in number and severity globally amid the COVID-19 pandemic. This rise has been especially rapid and severe in the United States, fueled by xenophobic political rhetoric and racist language on social media. It has endangered the lives of many Asian Americans and is likely to have long-term negative impacts on the economic, social, physical, and psychological well-being of Asian Americans. This essay reviews the prevalence and consequences of anti-Asian racial discrimination during COVID-19 and calls for actions in practice, policy, and research to stand against it.


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