Characterizing barriers to CPR training attainment using Twitter
Related Experiment Video
Updated: Feb 13, 2026

Author Spotlight: Rehabilitation of Stroke Patients With a Digital Occupational Training System
Published on: December 29, 2023
Shaun K McGovern1, Audrey L Blewer2, Andrew Murray1
1Center for Resuscitation Science and Department of Emergency Medicine, University of Pennsylvania, Philadelphia, PA, USA.
Study Aim:
Recent investigations have suggested that CPR training rates are low within the U.S and barriers to CPR training are poorly understood. Social media holds great potential for large scale capture of the public's CPR training experiences and may illuminate barriers to CPR training. While studies have examined Twitter data for behaviors associated with cardiovascular health, no investigation has evaluated Twitter data to understand public perception of CPR training. We characterized Tweet content about CPR training and associated sentiment to better understand barriers associated with CPR training. We hypothesized that negative CPR training impressions would be identifiable as barriers to CPR training attainment.
Methods:
We extracted Tweets from 2011 to 2015 originating in Pennsylvania including the keyword CPR (n = 8419). A random subset of 1000 tweets was independently coded by two authors using grounded theory (mean kappa = 0.74). CPR training Tweets were analyzed for subtopic and sentiment ("positive" or "negative"). Descriptive statistics were used; a chi squared test was used to examine differences in positive and negative responses.
Results:
Of 8419 Tweets, CPR training was the most frequent queried result (16%). Within the coded 1000 subset, 18% referenced a CPR training experience. Upcoming CPR training (22%), CPR training curriculum (17%), job-related training (12%), and duration of training (10%) were the most discussed topics regarding CPR training experiences. Of those, the majority of CPR training experiences were negative (53% vs. 47%, p < 0.01) and barriers to CPR training emerged as the primary source of negative experiences.
Conclusions:
CPR training is the most referenced theme in CPR Tweets from Pennsylvania, and tweets were predominately negative, particularly referencing barriers such as time, location, and duration. Social media is useful for tracking barriers to CPR training attainment and future CPR education modalities.
More Related Videos
Related Concept Videos
Physiological Barriers
The blood endothelial barrier is the most porous of these. It allows all small ionized, un-ionized, and lipophilic molecules to pass through the endothelial lining into the interstitial space...
Mucosal Barrier of the Stomach
Within parietal cells, carbonic acid is first formed through the reaction of water and carbon dioxide. The dissociation of carbonic acid releases bicarbonate and hydrogen ions. The bicarbonate...
Barriers to Effective Communication II
Cultural barriers:
Differences in values, beliefs, religion, knowledge, and tradition can significantly impact communication. Awareness of nonverbal cues is critical, especially when conversing with a patient from a different culture. What appears appropriate in one culture may be inappropriate in another.
Semantic barriers:
As a result of their tendency to use...
Surface Membrane Barriers
The outer layer of the skin, the epidermis, is a robust barrier comprising layers of closely packed keratinized cells. This dense arrangement prevents microbes from penetrating the body. The periodic shedding of epidermal cells...
The Blood-brain Barrier
Barriers to Effective Communication I
Communication barriers include the following:
Physiological barriers: They are limitations caused by a person's health condition or disability, such as hearing loss, poor eyesight, illness, or unconsciousness. An example to overcome this...

