Mining social media data for biomedical signals and health-related behavior

01/28/2020
by   Rion Brattig Correia, et al.
0

Social media data has been increasingly used to study biomedical and health-related phenomena. From cohort level discussions of a condition to planetary level analyses of sentiment, social media has provided scientists with unprecedented amounts of data to study human behavior and response associated with a variety of health conditions and medical treatments. Here we review recent work in mining social media for biomedical, epidemiological, and social phenomena information relevant to the multilevel complexity of human health. We pay particular attention to topics where social media data analysis has shown the most progress, including pharmacovigilance, sentiment analysis especially for mental health, and other areas. We also discuss a variety of innovative uses of social media data for health-related applications and important limitations in social media data access and use.

READ FULL TEXT

page 2

page 4

page 7

page 10

page 30

page 31

page 32

research
10/10/2019

Sentiment Analysis from Images of Natural Disasters

Social media have been widely exploited to detect and gather relevant in...
research
09/03/2018

Fake Cures: User-centric Modeling of Health Misinformation in Social Media

Social media's unfettered access has made it an important venue for heal...
research
08/25/2020

Understanding Breast Implant Illness via Social Media Data Analysis

Background: Breast implants have been increasingly popular over the last...
research
07/30/2018

Leveraging Medical Sentiment to Understand Patients Health on Social Media

The unprecedented growth of Internet users in recent years has resulted ...
research
12/02/2019

Discovering Opioid Use Patterns from Social Media for Relapse Prevention

The United States is currently experiencing an unprecedented opioid cris...
research
08/28/2020

Topic, Sentiment and Impact Analysis: COVID19 Information Seeking on Social Media

When people notice something unusual, they discuss it on social media. T...
research
12/08/2018

An Exploratory Study of (#)Exercise in the Twittersphere

Social media analytics allows us to extract, analyze, and establish sema...

Please sign up or login with your details

Forgot password? Click here to reset