scholarly journals Understanding Patient Anxieties in the Social Media Era: Qualitative Analysis and Natural Language Processing of an Online Male Infertility Community

10.2196/16728 ◽  
2020 ◽  
Vol 22 (3) ◽  
pp. e16728 ◽  
Author(s):  
Vadim Osadchiy ◽  
Jesse Nelson Mills ◽  
Sriram Venkata Eleswarapu
Keyword(s):  
Health Care ◽  
Social Media ◽  
Male Infertility ◽  
Health Care Professionals ◽  
Large Scale ◽  
Semantic Analysis ◽  
Discussion Board ◽  
The Internet ◽  
Published Data ◽  
The Social

Background Couples struggling with infertility are increasingly turning to the internet for infertility-related content and to connect with others. Most of the published data on infertility and the internet only address the experiences of women, with limited studies focusing exclusively on internet discussions on male factor infertility. Objective The aim of this study was to understand the concerns and experiences of discussants on an online male infertility community and to provide insight into their perceptions of interactions with health care professionals. Methods Using the large-scale data analytics tool BigQuery, we extracted all posts in the r/MaleInfertility community (877 members) of the social media website and discussion board Reddit from November 2017 to October 2018. We performed a qualitative thematic analysis and quantitative semantic analysis using Language Inquiry and Word Count 2015 of the extracted posts to identify dominant themes and subthemes of discussions. Descriptive statistics and semantic analytic Z-scores were computed. Results From the analysis of 97 posts, notable themes and subthemes emerged: 70 (72%) posts shared personal experiences, including feeling emasculated or isolated or describing a negative (28/97, 29%), positive (13/97, 13%), or neutral (56/97, 58%) experience with a health care professional; 19% (18/97) of the posts posed questions about personal semen analysis results. On the basis of semantic analysis, posts by men had higher authenticity scores (Z=3.44; P<.001), suggesting more honest or personal texts, but lower clout scores (Z=4.57; P<.001), suggesting a more tentative or anxious style of writing, compared with posts by women. Conclusions To our knowledge, this study represents the first evaluation of a social media community focused exclusively on male infertility using mixed methodology. These results suggest a role for physicians on social media to engage with patients and connect them to accurate resources, in addition to opportunities to improve in-office patient education.

Masters of Imagination

2021 ◽  
pp. 83-101
Author(s):  
Jaap van Till
Keyword(s):  
Social Media ◽  
Civil Society ◽  
Large Scale ◽  
Super Resolution ◽  
The Internet ◽  
The Core ◽  
The Social ◽  
Network Surveillance ◽  
Micro Grids ◽  
Interesting Direction

This chapter is about some observations of the social and economic impact of ICT and ICT digital infrastructures and more specifically what users do with processing and telecommunication power tools. Network architects should be aware of those. Computer systems are no longer neutral tools, but they influence companies, public policies for control and institutions, and civil society cooperatives. Even the internet architecture board (IAB) has issued a directive about these effects. Electronic and network surveillance of users and what they do is growing with effects on elections. ICT is at the core of several large-scale transitions identified in this chapter. Groups of people who are immune to social media propaganda and alternative truth are discovered. And the chapter is rounded off with a hopeful vision about constructive value creation in cooperatives and science teams, making use of liberty of though and diversity of backgrounds. Making swarms and micro grids makes society alive again. Social super resolution is an interesting direction to pursue together.

scholarly journals The semantic analysis of the hashtag #blacklivesmatter

2021 ◽  
Author(s):  
Veronica Katermina ◽  
Ekaterina Yachenko Yachenko
Keyword(s):  
Social Media ◽  
Social Movement ◽  
Data Analytics ◽  
Semantic Analysis ◽  
Digital Data ◽  
The Internet ◽  
Black Lives Matter ◽  
Internet Users ◽  
The Social ◽  
The Moment

The article analyzes the use of the hash tag #blacklivesmatter during its most active use on the social network Twitter - from May 25 to June 7, 2020. Using the OSoMe: the IUNI observatory on social media big digital data analytics service, the correlation of this hashtag with others was investigated, and then the results were interpreted and systematized, as well as semantic analysis of hashtags. Correlating hashtags were combined by us into more than 10 thematic groups. The data obtained allow us to see exactly how the Black lives matter social movement is represented in the Internet space, as well as to track the assessment of the movement by Internet users. The relevance of this work is due to the fact that the social movement Black lives matter, which developed from the hash tag of the same name, gained even more popularity and turnover in the summer of 2020. The movement and the problems it raises are in the center of world attention at the moment. Attempts to investigate the rhetoric of this movement in social networks have not been made before.

Benefits, Challenges, and Social Impact of Health Care Providers’ Adoption of Social Media

2021 ◽  
pp. 089443932110257
Author(s):  
Md Irfanuzzaman Khan ◽  
Jennifer (M.I.) Loh
Keyword(s):  
Health Care ◽  
Social Media ◽  
Health Promotion ◽  
Health Care Providers ◽  
Health Care Professionals ◽  
Community Support ◽  
Care Providers ◽  
Australian Health ◽  
Actual Use ◽  
Use Of Social Media

With the advent of telecommunication technologies and social media, many health care professionals are using social media to communicate with their patients and to promote health. However, the literature reveals a lacuna in our understanding of health care professionals’ perception of their behavioral intentions to use innovations. Using the Unified Technology Acceptance Framework (unified theory of acceptance and use of technology), in-depth interviews were conducted with 16 Australian health care experts to uncover their intent and actual use of social media in their medical practices. Results revealed that social media tools offered five significant benefits such as (i) enhanced communication between health care professionals and their patients, (ii) community support, (iii) enabled e-learning, (iv) enhanced professional network, and (v) expedited health promotion. However, result also revealed barriers to social media usage including (i) inefficiency, (ii) privacy concerns, (iii) poor quality of information, (iv) lack of trust, and (v) blurred professional boundary. Peer influence and supporting conditions were also found to be determinants of social media adoption behaviors among health care professionals. This study has important implications for health care providers, patients, and policy makers on the responsible use of social media, health promotion, and health communication. This research is also among the very few studies that explore Australian health care professionals’ intent and actual use of innovations within a health care setting.

scholarly journals Social Media Activities and Its Influence on Customer-Brand Relationship: An Empirical Study of Apparel Retailers’ Activity in India

2020 ◽  
Vol 16 (4) ◽  
pp. 602-617
Author(s):  
Sukanya Sharma ◽  
Saumya Singh ◽  
Fedric Kujur ◽  
Gairik Das
Keyword(s):  
Social Media ◽  
Purchase Intention ◽  
Shopping Behavior ◽  
Social Media Marketing ◽  
The Internet ◽  
Digital Era ◽  
Brand Relationship ◽  
The Social ◽  
Marketing Activities ◽  
The Relationship

In this digital era, the internet, and Social Media (SM) has had a radical impact on the shopping behavior of “costumers” The SM provides a platform where “costumers” are exposed to the best product with the best price along with reviews and opinions about the merchandise. So, we can turn our heads and look at a brand in a way as if the brand is speaking to us. This study was an attempt to explore the Social Media Marketing Activities (SMMA) that are being used for the marketing of fashionable products like apparel and to what level the SMMA activities of brands truly strengthen the relationship with customers and motivate purchase intention. Moreover, SMMA has a robust application in developing a marketing strategy for business. It has become a significant tool that collaborates with businesses and people. It is concluded that the “costumer”-brand relationship does have a positive and statistically significant impact on consumers’ purchase intention through SM.

scholarly journals Leadership assumptions on implementation of patient involvement methods

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Kathrine Håland Jeppesen ◽  
Kirsten Frederiksen ◽  
Marianne Johansson Joergensen ◽  
Kirsten Beedholm
Keyword(s):  
Health Care ◽  
Organizational Learning ◽  
Health Care Professionals ◽  
Large Scale ◽  
Patient Involvement ◽  
Hospital Setting ◽  
Implementation Process ◽  
University Hospital ◽  
Structured Interviews ◽  
Implementation Processes

Abstract Background From 2014 to 17, a large-scale project, ‘The User-involving Hospital’, was implemented at a Danish university hospital. Research highlights leadership as crucial for the outcome of change processes in general and for implementation processes in particular. According to the theory on organizational learning by Agyris and Schön, successful change requires organizational learning. Argyris and Schön consider that the assumptions of involved participants play an important role in organizational learning and processes. The purpose was to explore leaders’ assumptions concerning implementation of patient involvement methods in a hospital setting. Methods Qualitative explorative interview study with the six top leaders in the implementation project. The semi-structured interviews were conducted and analyzed in accordance with Kvale and Brinkmanns’ seven stages of interview research. Result The main leadership assumptions on what is needed in the implementation process are in line with the perceived elements in organizational learning according to the theory of Argyris and Schön. Hence, they argued that implementation of patient involvement requires a culture change among health care professionals. Two aspects on how to obtain success in the implementation process were identified based on leadership assumptions: “The health care professionals’ roles in the implementation process” and “The leaders’ own roles in the implementation process”. Conclusion The top leaders considered implementation of patient involvement a change process that necessitates a change in culture with health care professionals as crucial actors. Furthermore, the top leaders considered themselves important facilitators of this implementation process.

scholarly journals Agent Based Model of Anti-Vaccination Movements: Simulations and Comparison with Empirical Data

Vaccines ◽  
2021 ◽  
Vol 9 (8) ◽  
pp. 809
Author(s):  
Pawel Sobkowicz ◽  
Antoni Sobkowicz
Keyword(s):  
Social Media ◽  
Critical Parameters ◽  
Rational Approach ◽  
The Internet ◽  
High Temporal Resolution ◽  
Nonlinear Feedback ◽  
Agent Based Model ◽  
Linear Processes ◽  
Agent Based ◽  
The Social

Background: A realistic description of the social processes leading to the increasing reluctance to various forms of vaccination is a very challenging task. This is due to the complexity of the psychological and social mechanisms determining the positioning of individuals and groups against vaccination and associated activities. Understanding the role played by social media and the Internet in the current spread of the anti-vaccination (AV) movement is of crucial importance. Methods: We present novel, long-term Big Data analyses of Internet activity connected with the AV movement for such different societies as the US and Poland. The datasets we analyzed cover multiyear periods preceding the COVID-19 pandemic, documenting the behavior of vaccine related Internet activity with high temporal resolution. To understand the empirical observations, in particular the mechanism driving the peaks of AV activity, we propose an Agent Based Model (ABM) of the AV movement. The model includes the interplay between multiple driving factors: contacts with medical practitioners and public vaccination campaigns, interpersonal communication, and the influence of the infosphere (social networks, WEB pages, user comments, etc.). The model takes into account the difference between the rational approach of the pro-vaccination information providers and the largely emotional appeal of anti-vaccination propaganda. Results: The datasets studied show the presence of short-lived, high intensity activity peaks, much higher than the low activity background. The peaks are seemingly random in size and time separation. Such behavior strongly suggests a nonlinear nature for the social interactions driving the AV movement instead of the slow, gradual growth typical of linear processes. The ABM simulations reproduce the observed temporal behavior of the AV interest very closely. For a range of parameters, the simulations result in a relatively small fraction of people refusing vaccination, but a slight change in critical parameters (such as willingness to post anti-vaccination information) may lead to a catastrophic breakdown of vaccination support in the model society, due to nonlinear feedback effects. The model allows the effectiveness of strategies combating the anti-vaccination movement to be studied. An increase in intensity of standard pro-vaccination communications by government agencies and medical personnel is found to have little effect. On the other hand, focused campaigns using the Internet and social media and copying the highly emotional and narrative-focused format used by the anti-vaccination activists can diminish the AV influence. Similar effects result from censoring and taking down anti-vaccination communications by social media platforms. The benefit of such tactics might, however, be offset by their social cost, for example, the increased polarization and potential to exploit it for political goals, or increased ‘persecution’ and ‘martyrdom’ tropes.

scholarly journals Exploring the feasibility of a network of organizations for pain rehabilitation: what are the lessons learned?

2020 ◽  
Author(s):  
Cynthia Lamper ◽  
Ivan PJ Huijnen ◽  
Mariëlle EAL Kroese ◽  
Albère J Köke ◽  
Gijs Brouwer ◽  
...  
Keyword(s):  
Health Care ◽  
Health Care Professionals ◽  
Large Scale ◽  
Critical Mass ◽  
Implementation Strategies ◽  
Daily Practice ◽  
Lessons Learned ◽  
Integration Of Care ◽  
Treatment Protocols ◽  
Rehabilitation Care

Abstract Background and aims: Integration of care is lacking for chronic musculoskeletal pain (CMP) patients. Network Pain Rehabilitation Limburg (NPRL), a transmural health care network, has been designed to provide integrated rehabilitation care from a biopsychosocial perspective to improve patients’ levels of functioning. This feasibility study aims to provide insight into barriers and facilitators for the development, implementation, and transferability of NPRL.Methods: This study was conducted with a three-phase iterative and incremental design from October 2017 to October 2018. NPRL comprises two rehabilitation practices, and three local primary care networks, with a general practitioner together with, a mental health practice nurse, and a physiotherapist or exercise therapist. These stakeholders with a random sample of participating patients took part in evaluations, consisting of interviews, focus groups, and observations. Field notes and observations were recorded during meetings. The Consolidated Framework for Implementation Research guided data collection and analysis. Results were used to refine the next phase.Results: According to health care professionals (HCPs), guidelines and treatment protocols facilitate consistency and transparency in collaboration, biopsychosocial language, and treatment. One barrier is stigmatization of CMP in society. Non-participating HCPs’ treatment approaches are often more biomedical than biopsychosocial, causing patients to resist participating in NPRL. The current organization of health care, with cultural, structural, and financial aspects, acts as a barrier, complicating implementation between and within practices. HCPs preferred the iterative, bottom-up strategy. A critical mass of participating organizations is needed for proper implementation.Conclusion: NPRL is feasible in daily practice if barriers are overcome and facilitators of development, implementation, and transferability are promoted. These findings will be used to refine NPRL. A large-scale process and effect evaluation will be performed. Our implementation strategies and results may assist other health care organizations aspiring to implement a transmural network using a similar model.

scholarly journals SOCIAL MEDIA IN A CONTENT COURSE FOR THE DIGITAL NATIVES

2015 ◽  
Vol 24 (1) ◽  
pp. 48
Author(s):  
Anita Lie
Keyword(s):  
Social Media ◽  
Classroom Practices ◽  
Digital Technologies ◽  
Digital Natives ◽  
The Internet ◽  
Educational Systems ◽  
Participatory Process ◽  
The Social ◽  
New Knowledge ◽  
The Media

Digital technologies and the Internet have revolutionized the way people gather information and acquire new knowledge. With a click of a button or a touch on the screen, any person who is wired to the internet can access a wealth of information, ranging from books, poems, articles, graphics, animations and so much more. It is imperative that educational systems and classroom practices must change to serve our 21st century students better. This study examines the use of Edmodo as a social media to teach a course in Pedagogy to a class of digital natives. The media is used as an out-of-class communication forum to post/submit assignments and resources, discuss relevant issues, exchange information, and handle housekeeping purposes. A survey of students' responses and discussions on their participatory process leads to insights on how the social media helps achieve the required competences.

scholarly journals Social Media Analysis Using Probabilistic Neural Network Algorithm to Know Personality Traits

Jurnal INFORM ◽  
2021 ◽  
Vol 6 (1) ◽  
pp. 61-64
Author(s):  
Mohammad Zoqi Sarwani ◽  
Dian Ahkam Sani
Keyword(s):  
Neural Network ◽  
Social Media ◽  
Probabilistic Neural Network ◽  
Media Analysis ◽  
Training Data ◽  
The Internet ◽  
Accuracy Score ◽  
Network Algorithm ◽  
The Social ◽  
Neural Network Algorithm

The Internet creates a new space where people can interact and communicate efficiently. Social media is one type of media used to interact on the internet. Facebook and Twitter are one of the social media. Many people are not aware of bringing their personal life into the public. So that unconsciously provides information about his personality. Big Five personality is one type of personality assessment method and is used as a reference in this study. The data used is the social media status from both Facebook and Twitter. Status has been taken from 50 social media users. Each user is taken as a text status. The results of tests performed using the Probabilistic Neural Network algorithm obtained an average accuracy score of 86.99% during the training process and 83.66% at the time of testing with a total of 30 training data and 20 test data.

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