scholarly journals Novel Approach to Cluster Patient-Generated Data Into Actionable Topics: Case Study of a Web-Based Breast Cancer Forum (Preprint)

2017 ◽  
Author(s):  
Josette Jones ◽  
Meeta Pradhan ◽  
Masoud Hosseini ◽  
Anand Kulanthaivel ◽  
Mahmood Hosseini
Keyword(s):  
Breast Cancer ◽  
Social Media ◽  
Medical Information ◽  
Topic Model ◽  
Daily Life ◽  
Qualitative Content Analysis ◽  
Well Being ◽  
Cancer Support ◽  
Depth Analysis ◽  
The Impact

BACKGROUND The increasing use of social media and mHealth apps has generated new opportunities for health care consumers to share information about their health and well-being. Information shared through social media contains not only medical information but also valuable information about how the survivors manage disease and recovery in the context of daily life. OBJECTIVE The objective of this study was to determine the feasibility of acquiring and modeling the topics of a major online breast cancer support forum. Breast cancer patient support forums were selected to discover the hidden, less obvious aspects of disease management and recovery. METHODS First, manual topic categorization was performed using qualitative content analysis (QCA) of each individual forum board. Second, we requested permission from the Breastcancer.org Community for a more in-depth analysis of the postings. Topic modeling was then performed using open source software Machine Learning Language Toolkit, followed by multiple linear regression (MLR) analysis to detect highly correlated topics among the different website forums. RESULTS QCA of the forums resulted in 20 categories of user discussion. The final topic model organized >4 million postings into 30 manageable topics. Using qualitative analysis of the topic models and statistical analysis, we grouped these 30 topics into 4 distinct clusters with similarity scores of ≥0.80; these clusters were labeled Symptoms & Diagnosis, Treatment, Financial, and Family & Friends. A clinician review confirmed the clinical significance of the topic clusters, allowing for future detection of actionable items within social media postings. To identify the most significant topics across individual forums, MLR demonstrated that 6 topics—based on the Akaike information criterion values ranging from −642.75 to −412.32—were statistically significant. CONCLUSIONS The developed method provides an insight into the areas of interest and concern, including those not ascertainable in the clinic. Such topics included support from lay and professional caregivers and late side effects of therapy that consumers discuss in social media and may be of interest to clinicians. The developed methods and results indicate the potential of social media to inform the clinical workflow with regards to the impact of recovery on daily life.

scholarly journals Corporate Social Responsibility Disclosure: Responding to Investors’ Criticism on Social Media

2021 ◽  
Vol 18 (14) ◽  
pp. 7396
Author(s):  
Yuming Zhang ◽  
Fan Yang
Keyword(s):  
Social Media ◽  
Corporate Social Responsibility ◽  
Social Responsibility ◽  
Social Issues ◽  
Media Criticism ◽  
Csr Communication ◽  
Depth Analysis ◽  
Csr Disclosure ◽  
Corporate Social ◽  
The Impact

Companies use corporate social responsibility (CSR) disclosures to communicate their social and environmental policies, practices, and performance to stakeholders. Although the determinants and outcomes of CSR activities are well understood, we know little about how companies use CSR communication to manage a crisis. The few relevant CSR studies have focused on the pressure on corporations exerted by governments, customers, the media, or the public. Although investors have a significant influence on firm value, this stakeholder group has been neglected in research on CSR disclosure. Grounded in legitimacy theory and agency theory, this study uses a sample of Chinese public companies listed on the Shanghai Stock Exchange to investigate CSR disclosure in response to social media criticism posted by investors. The empirical findings show that investors’ social media criticism not only motivates companies to disclose their CSR activities but also increases the substantiveness of their CSR reports, demonstrating that companies’ CSR communication in response to a crisis is substantive rather than merely symbolic. We also find that the impact of social media criticism on CSR disclosure is heterogeneous. Non-state-owned enterprises, companies in regions with high levels of environmental regulations, and companies in regions with local government concern about social issues are most likely to disclose CSR information and report substantive CSR activities. We provide an in-depth analysis of corporate CSR strategies for crisis management and show that crises initiated by investors on social media provide opportunities for corporations to improve their CSR engagement.

scholarly journals Validation of questionnaire-reported chest wall abnormalities with a telephone interview in Swiss childhood cancer survivors

BMC Cancer ◽  
2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Rahel Kasteler ◽  
Christa Lichtensteiger ◽  
Christina Schindera ◽  
Marc Ansari ◽  
Claudia E. Kuehni ◽  
...  
Keyword(s):  
Risk Factors ◽  
Cancer Survivors ◽  
Childhood Cancer ◽  
Chest Wall ◽  
Daily Life ◽  
Well Being ◽  
Childhood Cancer Survivors ◽  
Thoracic Wall ◽  
Medical Attention ◽  
The Impact

Abstract Background Chest wall abnormalities are a poorly studied complication after treatment for childhood cancer. Chest wall abnormalities are not well-described in the literature, and little is known on the impact on daily life of survivors. Methods We investigated prevalence and risk factors of chest wall abnormalities in childhood cancer survivors in a nationwide, population-based cohort study (Swiss Childhood Cancer Survivor Study) with a questionnaire survey. We then interviewed a nested sample of survivors to validate types of chest wall abnormalities and understand their impact on the daily life of survivors. Results Forty-eight of 2382 (95%CI 2–3%) survivors reported a chest wall abnormality. Risk factors were older age at cancer diagnosis (16–20 years; OR 2.5, 95%CI 1.0–6.1), lymphoma (OR 3.8, 95%CI 1.2–11.4), and central nervous system tumors (OR 9.5, 95%CI 3.0–30.1) as underlying disease, and treatment with thoracic radiotherapy (OR 2.0, 95%CI 1.0–4.2), surgery to the chest (OR 4.5, 95%CI 1.8–11.5), or chemotherapy (OR 2.9, 95%CI 1.0–8.1). The nature of the chest wall abnormalities varied and included thoracic wall deformities (30%), deformations of the spine (5%) or both (55%), and scars (10%). Chest wall abnormalities affected daily life in two thirds (13/20) of those who reported these problems and necessitated medical attention for 15 (75%) survivors. Conclusion It is important that, during follow-up care, physicians pay attention to chest wall abnormalities, which are rare late effects of cancer treatment, but can considerably affect the well-being of cancer survivors.

scholarly journals The Impact of “Manipulated News” on Student Attitudes and Perceptions and Their Participation in the Umbrella Movement in Hong Kong

2021 ◽  
Vol 7 (2) ◽  
pp. 205630512110197
Author(s):  
Chesca Ka Po Wong ◽  
Runping Zhu ◽  
Richard Krever ◽  
Alfred Siu Choi
Keyword(s):  
Social Media ◽  
Content Analysis ◽  
Hong Kong ◽  
Survey Research ◽  
Student Attitudes ◽  
Qualitative Content Analysis ◽  
Fake News ◽  
Attitudes And Perceptions ◽  
The Impact ◽  
Potential Use

While the impact of fake news on viewers, particularly marginalized media users, has been a cause of growing concern, there has been little attention paid to the phenomenon of deliberately “manipulated” news published on social media by mainstream news publishers. Using qualitative content analysis and quantitative survey research, this study showed that consciously biased animated news videos released in the midst of the Umbrella Movement protests in Hong Kong impacted on both the attitudes of students and their participation in the protests. The findings raise concerns over potential use of the format by media owners to promote their preferred ideologies.

scholarly journals Evaluation of women’s quality of life after breast reconstruction surgery

2020 ◽  
Vol 66 (2) ◽  
Author(s):  
Marta Stanisz ◽  
Ewelina Kolak ◽  
Dorota Branecka-Woźniak ◽  
Renata Robaszkiewicz-Boukaz ◽  
Przemysław Ciepiela ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Quality Of Life ◽  
Breast Reconstruction ◽  
Great Influence ◽  
Well Being ◽  
World Health ◽  
World Health Organization Quality ◽  
Reconstruction Surgery ◽  
The Impact

Introduction: Breast cancer is the most common malignancy among women, and is usually treated surgically. Mastectomy has a great influence on the mental and physical condition of women. Breast reconstruction offers them a chance to improve their quality of life (QOL) and self-image.The main aim of the study was to gain knowledge about the impact of breast reconstruction on the QOL of women following mastectomy, and an analysis of the QOL after breast reconstruction, in the context of prosthesis effect assessment.Materials and methods: The study comprised 100 women following breast reconstructive surgery involved in 1 of the 7 “Amazon Clubs” (post-mastectomy women’s associations) in the West Pomeranian Voivodeship, northwest Poland. The study was based on the author’s questionnaire, and a shortened standardized version of the World Health Organization Quality of Life-BREF (WHOQOL-BREF) questionnaire. Statistical calculations were performed with StatSoft Statistica v10 software, adopting a significance level of p < 0.05.Results: The women who decided to have breast reconstruction surgery, noticed improved well-being (67%) and experiencedan increase in self-confidence (61%). The vast majority ofthe patients surveyed (93%) were satisfied with the effectof the prosthesis. Statistically significant differences in QOL were observed in the following spheres: rest and sleep, work capacity, negative feelings, and financial resources (p < 0.05) in relation to the evaluation of the prosthesis effect.Conclusions: 1. Breast reconstruction has a positive influence on improvements in well-being, increasing self-esteem, and the assessment of a more attractive appearance in women of all ages. 2. Breast reconstruction surgery has a positive impact on QOL and health in the physical, psychological, and environmental domains, especially in the women who are satisfied with the effects of the surgery. 3. A negative assessment of the breast reconstruction effect has an adverse influence on QOL. Identifying the factors affecting dissatisfaction with the post-operative outcome is crucial for a complete understanding of the subject, and for implementing measures aimed at improving the QOL of these women.Keywords: quality of life; mastectomy; breast cancer; breast reconstruction; breast surgery.

scholarly journals Social Media and the Quality of Subjective Well-Being; Counseling Perspective in Digital Era

2018 ◽  
Author(s):  
Zadrian Ardi ◽  
Indah Sukmawati
Keyword(s):  
Social Media ◽  
Well Being ◽  
Subjective Well Being ◽  
Social Community ◽  
Digital Era ◽  
Internet Users ◽  
The Social ◽  
The World ◽  
The Impact

Various studies in the information technology revealed that there has been a change in the trend of internet use in recent years. Internet users in the world prefer to spend time accessing the internet through the social media. Social media with a variety of platforms provides special communities with their own uniqueness and allows users to share lots of content. The members involves creates a new social community with various phenomena, both positive and negative. Counselors in the millennium era are required to have the insight andknowledge that is qualified to deal with the well being conditions of individuals from activities in social media. Counselors are also required to have specific skills in providing handling with the condition of well being individuals related to the impact of activities on social media.

scholarly journals Impact of Fear of Missing Out on Psychological Well-Being Among Emerging Adulthood Aged Social Media Users

2019 ◽  
Vol 2 (2) ◽  
pp. 23-30
Author(s):  
Judithya Anggita Savitri
Keyword(s):  
Social Media ◽  
Emerging Adulthood ◽  
Well Being ◽  
Reliability Estimation ◽  
Online Questionnaire ◽  
Good Reliability ◽  
Psychological Well Being ◽  
Fear Of Missing Out ◽  
Correlational Research ◽  
The Impact

This study aimed to find out the impact of Fear of Missing Out (FoMO) FoMO on psychological well-being especially for social media users at the age of emerging adulthood. This study used a quantitative correlational research. The research was conducted through online questionnaire invloving 400 people obtained through accidental sampling method. The data collected using a fear of missing out (FoMO) scale and a psychological well-being scale that had been modified from Przybylski's FoMO scale and Ryff's Psychological well-being scale. The FoMO scale consists of 15 items with good reliability estimation (α = 0.849) and the psychological well-being scale consists of 45 items with also a good reliability estimation (α = 0.941). The data was analyzed using the simple linear regression. The anlysis revealed that FoMO was able to predict psychological well-being (F=43,753; p=0,000 < α 0,05). FoMO can predict psychological well-being with a contribution value of 9,99%. The regression equation line obtained was Y = 154,264 – 0,633X. Further discussion regarding the impact of fear of missing out on psychological well-being among emerging adulthood aged social media users were elaborated.

scholarly journals The Impact of COVID-19 Outbreak on Emotional and Cognitive Vulnerability in Iranian Women With Breast Cancer

2021 ◽  
Vol 12 ◽  
Author(s):  
Mohammad H. Choobin ◽  
Vida Mirabolfathi ◽  
Bethany Chapman ◽  
Ali Reza Moradi ◽  
Elizabeth A. Grunfeld ◽  
...  
Keyword(s):  
Breast Cancer ◽  
Cancer Diagnosis ◽  
Cognitive Vulnerability ◽  
Emotional Health ◽  
Breast Cancer Diagnosis ◽  
Well Being ◽  
Emotional Impact ◽  
Targeted Interventions ◽  
Emotional Vulnerability ◽  
The Impact

The psychological cost on emotional well-being due to the collateral damage brought about by COVID-19 in accessing oncological services for breast cancer diagnosis and treatment has been documented by recent studies in the United Kingdom. The current study set out to examine the effect of delays to scheduled oncology services on emotional and cognitive vulnerability in women with a breast cancer diagnosis in Iran, one of the very first countries to be heavily impacted by COVID-19. One hundred thirty-nine women with a diagnosis of primary breast cancer answered a series of online questionnaires to assess the current state of rumination, worry, and cognitive vulnerability as well as the emotional impact of COVID-19 on their mental health. Results indicated that delays in accessing oncology services significantly increased COVID related emotional vulnerability. Regression analyses revealed that after controlling for the effects of sociodemographic and clinical variables, women’s COVID related emotional vulnerability explained higher levels of ruminative response and chronic worry as well as poorer cognitive function. This study is the first in Iran to demonstrate that the effects of COVID-19 on emotional health amongst women affected by breast cancer can exaggerate anxiety and depressive related symptoms increasing risks for clinical levels of these disorders. Our findings call for an urgent need to address these risks using targeted interventions exercising resilience.

scholarly journals The impact of social media on young web users’ psychological well-being during the COVID-19 pandemic progression

2021 ◽  
Vol 10 (39) ◽  
pp. 50-61
Author(s):  
Alisar Hudimova ◽  
Ihor Popovych ◽  
Vita Baidyk ◽  
Olena Buriak ◽  
Olha Kechyk
Keyword(s):  
Social Media ◽  
Media Use ◽  
Well Being ◽  
Diagnostic Methods ◽  
Psychological State ◽  
Social Media Use ◽  
Psychological Well Being ◽  
Use Of Social Media ◽  
Almost All ◽  
The Impact

Aim. The present study empirically investigates and theoretically substantiates the results of the impact of social media on young web-users’ psychological well-being during the forced self-isolation caused by the progression of the COVID-19 pandemic (N = 254). Materials and methods. Standardized valid psycho-diagnostic methods, the author’s questionnaire (A. Hudimova, 2021), correlation and factor analyses were used to identify young web users’ patterns of social media involvement during the forced self-isolation. Results. The results show that during the global COVID-19 pandemic, young web users give preference for passive social media use rather than for communication. The obtained results showed an expansion in the time spent via social media by young web users. It was found that the progression of the COVID-19 pandemic is accompanied by the participants’ experience of negative emotions and fears of the unknown (r = .204; p <.01). It is substantiated that increasing immersion of young web users in social media is a kind of strategy to escape from bad thoughts (r = .271; p <.01). Significantly, it is stated that uncontrolled use of social media causes sleep disorders during isolation (r = .444; p <.01). Conclusions. The study proves that young people spend almost all day online due to the obsessive pattern of social media involvement and/or procrastination, which often provokes withdrawal syndrome upon the attempt to distract from them. The lack of controlled time spending on social media during self-isolation provokes an exacerbation of anxiety, apathy, depressed mood, and a sense of isolation from social reality. The obtained results provide evidence that the causal relations of passive social media use provoke an exacerbation of feelings of alienation, disrupt the healthy rhythm of sleep, and psychological state of young web-users during the progression of the COVID-19 pandemic.

The Role of the Supervisor in Creating and Maintaining an Emotionally Healthy Workplace

2022 ◽  
pp. 1715-1730
Author(s):  
Amy Tureen
Keyword(s):  
Higher Education ◽  
Social Media ◽  
Emotional Health ◽  
Well Being ◽  
Organizational Cultures ◽  
Educational Model ◽  
Positional Power ◽  
The Impact ◽  
Health And Well Being

Supervisors, be they employed in higher education or in other industries, operate in capacities that allow them to shape organizational cultures within their departments, divisions, colleges, or broader units. Within the higher educational model, this means that supervisors are uniquely placed to counteract negative elements within the culture of academia, which historically has tended to prioritize individual competitive output, with alternative models that may offer improvements to the emotional health and well-being of higher education employees. This chapter seeks to describe the impact of stress on the health of workers, the employment stressors that are unique to higher education, and the processes by which supervisors in higher education can use their positional power to counteract said stressors and improve academic organizational cultures. The chapter includes practical suggestions for supervisors to enhance wellness and decrease emotional harm in scenarios common to the higher education workplace as identified via social media crowdsourcing.

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