eHealth Engagement on Facebook during COVID-19: Simplistic Computational Data Analysis

被引:2
作者
Hermann, Caroll [1 ]
Govender, Melanie [1 ]
机构
[1] Univ Zululand, Dept Psychol, KwaDlangezwa Campus, ZA-3886 Richards Bay, South Africa
关键词
social media; netnography; mental health; natural language processing; visualization; data analysis; COVID-19; HEALTH;
D O I
10.3390/ijerph19084615
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Understanding social media networks and group interactions is crucial to the advancement of linguistic and cultural behavior. This includes how people accessed advice on health during COVID-19 lockdown. Some people turned to social media to access information on health when other routes were curtailed by isolation rules, particularly among older generations. Facebook public pages, groups and verified profiles using keywords "senior citizen health", "older generations", and "healthy living" were analyzed over a 12-month period to examine engagement with social media promoting good mental health. CrowdTangle was used to source status updates, photo and video sharing information in the English language, which resulted in an initial 116,321 posts and 6,462,065 interactions. Data analysis and visualization were used to explore large datasets, including natural language processing for "message" content discovery, word frequency and correlational analysis as well as co-word clustering. Preliminary results indicate strong links to healthy aging information shared on social media, which showed correlations to global daily confirmed cases and daily deaths. The results can identify public concerns early on and address mental health issues among senior citizens on Facebook.
引用
收藏
页数:15
相关论文
共 35 条
[1]  
Ajogwu Augustine, 2021, Pan Afr Med J, V39, P195, DOI 10.11604/pamj.2021.39.195.27546
[2]   Internet users engage more with phatic posts than with health misinformation on Facebook [J].
Berriche, Manon ;
Altay, Sacha .
PALGRAVE COMMUNICATIONS, 2020, 6 (01)
[3]   Social Network Sites: Definition, History, and Scholarship [J].
Boyd, Danah M. ;
Ellison, Nicole B. .
JOURNAL OF COMPUTER-MEDIATED COMMUNICATION, 2007, 13 (01) :210-230
[4]  
CrowdTangle Team CrowdTangle, FACEBOOK, P2021
[5]  
CrowdTangle Team CrowdTanlge, 2021, FAC MENL PARK CAL US
[6]   Viewpoint: Social monitoring for food policy and research: Directions and implications [J].
Delmastro, Marco ;
Zollo, Fabiana .
FOOD POLICY, 2021, 105
[7]  
Dhawan N, 2017, Delhi Business Review, V18, P87, DOI 10.51768/dbr.v18i2.182201707
[8]   An interactive web-based dashboard to track COVID-19 in real time [J].
Dong, Ensheng ;
Du, Hongru ;
Gardner, Lauren .
LANCET INFECTIOUS DISEASES, 2020, 20 (05) :533-534
[9]  
Dykes Brent, 2019, Effective data storytelling: how to drive change with data, narrative and visuals
[10]   The Benefits of Facebook "Friends:" Social Capital and College Students' Use of Online Social Network Sites [J].
Ellison, Nicole B. ;
Steinfield, Charles ;
Lampe, Cliff .
JOURNAL OF COMPUTER-MEDIATED COMMUNICATION, 2007, 12 (04) :1143-1168