Perceived barriers to psychiatric help-seeking in South Korea by age groups: Text mining analyses of social media big data (Preprint)

2021 ◽  
Author(s):  
Hwo Yeon Seo ◽  
Gil Young Song ◽  
Jee Won Ku ◽  
Hye Yoon Park ◽  
Woo Jae Myung ◽  
...  

BACKGROUND In South Korea, the psychiatric treatment gap is huge. Sociocultural context, such as stigma attached to mental illness, limit opportunities for professional help-seeking. OBJECTIVE This study uses TM of the internet to investigate barriers by age groups to receiving psychiatric treatment. METHODS A corpus of data was collected from web communities, social network services, and personal blogs on the internet from 1 January 2016 to 31 July 2019. Words frequently linked with psychiatry were collected by natural language processing. Words that may be associated with barriers to receiving psychiatric help were identified and categorized. Because the data from web communities could be classified approximately according to age, the analyses were arranged by age groups. RESULTS A total of 97,730,360 articles were identified for the period in question, among which 6,097,369 texts contained keywords relevant to psychiatry. Among words that were associated with ‘psychiatry,’ approximately 3,000 were selected based on their frequency of occurrence. Words associated with barriers to receiving psychiatric help were categorized into the following four groups: structural discrimination, public prejudice, low accessibility, and adverse drug effects. Structural discrimination was the greatest barrier (34%), followed by public prejudice (27.8%), adverse drug effects (18.6%), and cost/low accessibility (16.1%). Structural discrimination was the greatest barrier in the groups consisting of teenagers (51%), job seekers (64%), and young mothers (43%). However, in the seniors group, the greatest barrier was public prejudice (49%). CONCLUSIONS Structural discrimination is the greatest barrier to receiving psychiatric help in Korea. Difference in the barriers, however, exists among age groups. As well as addressing structural issues for all, more tailored approaches may be required by generations to lower the gap.

Crisis ◽  
2020 ◽  
pp. 1-7
Author(s):  
Brooke A. Ammerman ◽  
Sarah P. Carter ◽  
Heather M. Gebhardt ◽  
Jonathan Buchholz ◽  
Mark A. Reger

Abstract. Background: Patient disclosure of prior suicidal behaviors is critical for effectively managing suicide risk; however, many attempts go undisclosed. Aims: The current study explored how responses following a suicide attempt disclosure may relate to help-seeking outcomes. Method: Participants included 37 veterans with a previous suicide attempt receiving inpatient psychiatric treatment. Veterans reported on their most and least helpful experiences disclosing their suicide attempt to others. Results: Veterans disclosed their suicide attempt to approximately eight individuals. Mental health professionals were the most cited recipient of their most helpful disclosure; romantic partners were the most common recipient of their least helpful disclosures. Positive reactions within the context of the least helpful disclosure experience were positively associated with a sense of connection with the disclosure recipient. Positive reactions within the most helpful disclosure experience were positively associated with the likelihood of future disclosure. No reactions were associated with having sought professional care or likelihood of seeking professional care. Limitations: The results are considered preliminary due to the small sample size. Conclusion: Findings suggest that while positive reactions may influence suicide attempt disclosure experiences broadly, additional research is needed to clarify factors that drive the decision to disclose a suicide attempt to a professional.


Author(s):  
Radha Guha

Background:: In the era of information overload it is very difficult for a human reader to make sense of the vast information available in the internet quickly. Even for a specific domain like college or university website it may be difficult for a user to browse through all the links to get the relevant answers quickly. Objective:: In this scenario, design of a chat-bot which can answer questions related to college information and compare between colleges will be very useful and novel. Methods:: In this paper a novel conversational interface chat-bot application with information retrieval and text summariza-tion skill is designed and implemented. Firstly this chat-bot has a simple dialog skill when it can understand the user query intent, it responds from the stored collection of answers. Secondly for unknown queries, this chat-bot can search the internet and then perform text summarization using advanced techniques of natural language processing (NLP) and text mining (TM). Results:: The advancement of NLP capability of information retrieval and text summarization using machine learning tech-niques of Latent Semantic Analysis(LSI), Latent Dirichlet Allocation (LDA), Word2Vec, Global Vector (GloVe) and Tex-tRank are reviewed and compared in this paper first before implementing them for the chat-bot design. This chat-bot im-proves user experience tremendously by getting answers to specific queries concisely which takes less time than to read the entire document. Students, parents and faculty can get the answers for variety of information like admission criteria, fees, course offerings, notice board, attendance, grades, placements, faculty profile, research papers and patents etc. more effi-ciently. Conclusion:: The purpose of this paper was to follow the advancement in NLP technologies and implement them in a novel application.


2018 ◽  
Author(s):  
Anat Gesser-Edelsburg ◽  
Munawar Abed Elhadi

BACKGROUND Due to the religious proscription, it was found that Arab youths acquire information and view pornography secretly. The internet exposes them to contents that contradict religious and cultural taboos. There are few studies about viewing habits of sexual contents among Arab adolescents and about the way they discuss sexuality. OBJECTIVE to characterize the barriers and difficulties that prevent sexual discourse in Arab society and enable pornography viewing, according to the perceptions of adolescents and mothers. METHODS phenomological qualitative research methods, in-depth interviews with 40 participants. 20 Arab adolescents, sampled by two age groups: 14-16 and 16-18. In addition, 20 mothers of adolescents from both sexes were interviewed. RESULTS The findings indicate that mothers “turn a blind eye” to porn viewing and sexual activity by boys, versus a sweeping prohibition and denial of such behavior by girls. The boys reported viewing porn routinely, whereas girls denied doing so, but admitted that their girlfriends watched porn. The study also found that the boys have guilt feelings during and after the viewing as a result of the clash between modernity and traditional values. CONCLUSIONS It is necessary to find a way to encourage a significant sexual discourse to prevent the violent consequences of its absence in Arab society. A controlled, transparent and critical sexual discourse could help youth make more informed decisions concerning the search for sexual contents, porn viewing and sexual behavior.


Designs ◽  
2021 ◽  
Vol 5 (3) ◽  
pp. 42
Author(s):  
Eric Lazarski ◽  
Mahmood Al-Khassaweneh ◽  
Cynthia Howard

In recent years, disinformation and “fake news” have been spreading throughout the internet at rates never seen before. This has created the need for fact-checking organizations, groups that seek out claims and comment on their veracity, to spawn worldwide to stem the tide of misinformation. However, even with the many human-powered fact-checking organizations that are currently in operation, disinformation continues to run rampant throughout the Web, and the existing organizations are unable to keep up. This paper discusses in detail recent advances in computer science to use natural language processing to automate fact checking. It follows the entire process of automated fact checking using natural language processing, from detecting claims to fact checking to outputting results. In summary, automated fact checking works well in some cases, though generalized fact checking still needs improvement prior to widespread use.


2021 ◽  
Vol 20 (2) ◽  
pp. 61-74
Author(s):  
Franciska Krings ◽  
Irina Gioaba ◽  
Michèle Kaufmann ◽  
Sabine Sczesny ◽  
Leslie Zebrowitz

Abstract. The use of social networking sites such as LinkedIn in recruitment is ubiquitous. This practice may hold risks for older job seekers. Not having grown up using the internet and having learned how to use social media only in middle adulthood may render them less versed in online self-presentation than younger job seekers. Results of this research show some differences and many similarities between younger and older job seekers' impression management on their LinkedIn profiles. Nevertheless, independent of their impression management efforts, older job seekers received fewer job offers than younger job seekers. Only using a profile photo with a younger appearance reduced this bias. Implications for the role of job seeker age in online impression management and recruitment are discussed.


2010 ◽  
Vol 34 (6) ◽  
pp. 271-278
Author(s):  
S. Ramos Linares ◽  
P. DíazRuiz ◽  
J. Mesa Fumero ◽  
S. Núñez Díaz ◽  
M. Suárez González ◽  
...  

2021 ◽  
Vol 17 (9) ◽  
pp. 1
Author(s):  
Gila Cohen Zilka

In light of the many major changes in the lives of children and adolescents due to digital developments, this study sought to examine positive and negative experiences, e-safety and sharing with others while surfing the internet and especially social networks from the point of view of children and adolescents. The study also examined the correlation between these experiences, self-image and computer skills. Participating in this mixed-method study were 373 children and teenagers, who were divided into three age groups. The findings showed a positive correlation between self-image, the level of computer skills and the degree of internet use. The measure of self-esteem was found to correlate positively with the parameters of social networks surfing except for the parameter of negative experiences. Social networks and internet use among 16-18-year-olds was found to be higher than among younger children, with a rise in the number of teenagers’ negative experiences that corresponded to the rise in use. The adolescents also mentioned they had been exposed to violent content at a higher rate than the younger groups.


2020 ◽  
Vol 2 (4) ◽  
Author(s):  
Hilda Wiranti ◽  
Alpon Satrianto

Abstract: This study aims to determine (1) the effect of the level of education on the opportunitiesfor job seekers to access the internet in West Sumatra. (2) the influence of gender on job seekers'opportunities to access the internet in West Sumatra. (3) the influence of age on the opportunitiesfor job seekers to access the internet in West Sumatra. (4) the influence of the area of residence onthe opportunities for job seekers to access the internet in West Sumatra. (5) the effect of income onjob search opportunities in accessing the internet in West Sumatra. This type of research isdescriptive - associative. The types and sources of data from the Socio-Economic Survey aresecondary. In this study using data that already exists in a data collection (National Socio-Economic Survey (SUSENAS) in 2018. The analysis tool used is logistic regression analysis, andthe total number of job seekers is 1,641 people. From the results of this study, it is explained that(1) education has a significant positive effect on the opportunities for job seekers to access theinternet in West Sumatra, (2) gender has no significant negative effect on the opportunities for jobseekers to access the internet in West Sumatra. (3) age has no significant positive effect on theopportunities for job seekers to access the internet in West Sumatra (4) the area of residence has apositive and significant effect on the opportunities for job seekers to access the internet in WestSumatra. (5) income has a significant positive effect on the opportunities for job seekers to accessthe internet in West Sumatra. As for the results of the research, so that the government of WestSumatra Province can provide socialization on the use of the internet in looking for work andbecome a consideration for the government in formulating a policy related to job availability forjob seekers in accessing the internet.Keywords: Job seekers, Internet, Logistic Regression.


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