scholarly journals Analysis of Users' Health Knowledge Requirement and Health Perception in Senior Online Community Based on Web Text Mining

Author(s):  
Yuxing Qian ◽  
Huayang Zhou ◽  
Hao Li ◽  
Meiling Ren ◽  
Wenxuan Gui ◽  
...  
2019 ◽  
Vol 286 (4) ◽  
pp. 438-448 ◽  
Author(s):  
B. H. Shaw ◽  
L. E. Stiles ◽  
K. Bourne ◽  
E. A. Green ◽  
C. A. Shibao ◽  
...  

10.18060/1963 ◽  
2012 ◽  
Vol 13 (2) ◽  
pp. 325-339 ◽  
Author(s):  
Jennifer Anne Simmelink ◽  
Patricia Shannon

This exploratory study examines the mental health knowledge and training needs of refugee-serving community based organizations in a Midwestern state. A survey was administered to 31 staff members at 27 community based organizations (CBOs) to assess the ability of staff to recognize and screen for mental health symptoms that may interfere with successful resettlement. Of the 31 respondents 93.5% (n=29) see refugees with mental health issues and 48.4% (n=15) assess refugees for mental health symptoms – primarily through informal assessment. Mainstream organizations were more likely than ethnic organizations to have received training related to the mental health needs of refugees. Results indicate that while refugee led CBOs recognize mental health symptoms of refugees they may be less likely to assess mental health symptoms and refer for treatment. Policy recommendations for improving CBO services to refugees are offered.


JMIR Cancer ◽  
2019 ◽  
Vol 5 (1) ◽  
pp. e9887 ◽  
Author(s):  
Suzan Verberne ◽  
Anika Batenburg ◽  
Remco Sanders ◽  
Mies van Eenbergen ◽  
Enny Das ◽  
...  

Healthcare ◽  
2021 ◽  
Vol 9 (9) ◽  
pp. 1133
Author(s):  
Jingfang Liu ◽  
Jun Kong

An online community is one of the important ways for people with mental disorders to receive assistance and obtain support. This study aims to help users with mental disorders to obtain more support and communication through online communities, and to provide community managers with the possible influence mechanisms based on the information adoption model. We obtained a total of 49,047 posts of an online mental health communities in China, over a 40-day period. Then we used a combination of text mining and empirical analysis. Topic and sentiment analysis were used to derive the key variables—the topic of posts that the users care about most, and the emotion scores contained in posts. We then constructed a theoretical model based on the information adoption model. As core independent variables of information quality, on online mental health communities, the topic of social experience in posts (0.368 ***), the topic of emotional expression (0.353 ***), and the sentiment contained in the text (0.002 *) all had significant positive relationships with the number of likes and reposts. This study found that the users of online mental health communities are more attentive to the topics of social experience and emotional expressions, while they also care about the non-linguistic information. This study highlights the importance of helping community users to post on community-related topics, and gives administrators possible ways to help users gain the communication and support they need.


Author(s):  
Ricardo Baeza-Yates ◽  
Roi Blanco ◽  
Malú Castellanos

Web search has become a ubiquitous commodity for Internet users. This fact puts a large number of documents with plenty of text content at our fingertips. To make good use of this data, we need to mine web text. This triggers the two problems covered here: sentiment analysis and entity retrieval in the context of the Web. The first problem answers the question of what people think about a given product or a topic, in particular sentiment analysis in social media. The second problem addresses the issue of solving certain enquiries precisely by returning a particular object: for instance, where the next concert of my favourite band will be or who the best cooks are in a particular region. Where to find these objects and how to retrieve, rank, and display them are tasks related to the entity retrieval problem.


Author(s):  
Vladimir Khoroshevsky ◽  
Irina Efimenko ◽  
Grigory Drobyazko ◽  
Polina Kananykina ◽  
Victor Klintsov ◽  
...  

2020 ◽  
Vol 8 ◽  
pp. 205031212094304
Author(s):  
Perseus WF Wong ◽  
Jordy KP Lau ◽  
Bonnie NK Choy ◽  
Kendrick C Shih ◽  
Alex LK Ng ◽  
...  

Objectives: To assess the proportions of respondents in the general community having heard or awareness, and their knowledge level, of three common eye diseases: age-related macular degeneration, cataract, and glaucoma. We also attempted to assess for risk factors that may be associated with any variations, which will help identify the areas of inadequate knowledge and demographics of potential audiences for focused health education. Methods: We conducted a community-based pilot survey for the residents from a southern suburb of Hong Kong in early 2016, by inviting all aged 50 or above to complete a standardized questionnaire in the local community hall. Results: Most of the 222 respondents have heard, or awareness, of cataract (92.79% or 81.98%, respectively), followed by glaucoma (86.94% or 52.70%, respectively), and age-related macular degeneration (51.35% or 29.28%, respectively). The results of Cronbach’s alpha (α > 0.7) and Spearman’s correlation coefficient (p < 0.01) suggested that the internal consistency, convergent and discriminant validities of the questionnaire were acceptable for the study population. Compared to a previous Hong Kong survey in 2002, the proportions of having heard of the three eye diseases were greater, but the overall knowledge remained limited. From a maximum knowledge score of 29, the median scores for age-related macular degeneration, cataract, and glaucoma were 9, 13, and 14, respectively. Except for the treatment of cataract, the knowledge level in most areas was low. Sociodemographic factors and medical history, rather than behavioral factors, were more likely to be associated with having a higher knowledge level. Subjects with family or friends with a history of glaucoma or age-related macular degeneration were more aware and knowledgeable, but not for subjects who were current and past smokers or alcohol drinkers. For age-related macular degeneration, gender modified the effect between age and knowledge level, while age was a confounder of having medical history, and having heard or awareness, of the disease. Conclusion: Despite a larger proportion of the community having heard or awareness since 15 years ago, much effort remains for improving health knowledge of these three eye diseases in Hong Kong. We recommend targeting respondents with higher lifestyle risks, such as current and past smokers or alcohol drinkers, as a focused audience, and utilizing family members, relatives, or friends as another way of distributing health information.


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