Table 3 Top 15 most frequent terms for the 20 detected topics
From: Discovering thematic change and evolution of utilizing social media for healthcare research
Topic | Potential theme | Top high frequency terms |
|---|---|---|
14 | YouTube analysis | YouTube; quality; YouTube video; viewer; score; video recording; patient; health information; misleading; educational; surgery; comment; viewed; cardiopulmonary resuscitation; search term |
18 | Sex event | men who have sex with men; HIV; adolescent; sexual; suicide; youth; young adult; sex; intervention; sexual behavior; prevention; man; HIV testing; sexual health; partner |
10 | Web-based medical education | student; learning; medical education; teaching; course; nursing; technology; resident; nursing student; nurse; educational; wiki; web-2; medical student; university |
5 | Facebook usage | adolescent; Facebook; social networking site; young adult; depression; social networking; student; college student; Facebook use; friend; interpersonal relation; survey and questionnaire; mental health; motivation; anxiety |
1 | Twitter usage | twitter; tweet; post; account; message; twitter use; Facebook; follower; engagement; hashtag; conference; organization; urology; public health; meeting |
16 | Alcohol & drug | alcohol; e-cigarette; marketing; tobacco; smoking; exposure; message; drug; drinking; youth; product; advertising; adolescent; alcohol use; image |
15 | Twitter data mining | twitter; tweet; adverse drug reaction; sentiment; drug; big data; data mining; post; machine learning; sentiment analysis; algorithm; natural language processing; pharmacovigilance; social media data; surveillance |
20 | Exercise, food, and weight | intervention; physical activity; adolescent; program; children; obesity; weight loss; parent; control; Facebook; exercise; food; randomized controlled trial; social support; weight |
12 | Medicine & clinical | hospital; patient; surgeon; physician; rating; health care; surgery; surgical; quality; score; care; radiologist; marketing; breastfeeding; satisfaction |
2 | Social support | social support; online community; post; forum; Facebook; message; qualitative research; comment; online health community; parent; woman; narrative; virtual community; family; perception |
8 | Tech-assisted health | technology; application; health care; web-2; health promotion; public health; systematic review; service; digital; social networking; care; information and communication technology; framework; project; evaluation |
6 | Altmetric | china; citation; journal; Chinese; scale; Altmetric; item; science; metric; scientific; attention; language; reliability; publication; scientist |
7 | Smoking cessation | Facebook; recruitment; woman; pregnancy; smoking cessation; smoking; campaign; smoker; intervention; cost; advertisement; young adult; recruiting; engagement; recruit |
11 | Emergency surveillance | public health; disaster; media; news; outbreak; mass media; event; emergency; epidemic; surveillance; Ebola; crisis; disease; information dissemination; message |
9 | Disease treatment and management | patient; treatment; diabetes; quality of life; clinical; disease; self management; pain; inflammatory bowel disease; care; management; asthma; epilepsy; medication; symptom |
17 | Vaccine | vaccination; vaccine; human papillomavirus; children; autism spectrum disorder; HPV vaccine; immunization; parent; united states; attitude; burn; infant; comment; antibiotic; autism |
4 | Cancer & mental disease | cancer; health information; patient; mental health; breast cancer; schizophrenia; caregiver; awareness; internet use; health related; attitude; information seeking behavior; cancer survivor; dementia; care |
19 | Health-care through social media | patient; physician; health care; Facebook; blog; twitter; care; WhatsApp; smartphone; blogging; dermatology; provider; social network; social media use; healthcare provider |
3 | Media use by medical staff | Facebook; privacy; student; professionalism; ethical; social networking; social networking site; medical student; physician; ethic; perception; confidentiality; faculty; guideline; policy |
13 | Social-network analysis | network; social network; dynamic; politic; social networking; political; theoretical model; online social network; event; attention; diffusion; friend; twitter; algorithm; social behavior |