“My Invisalign experience”: content, metrics and comment sentiment analysis of the most popular patient testimonials on YouTube

Background: The aim of the study was to investigate the popularity, content of Invisalign patient testimonials on YouTube, as well as the sentiment of the related comments. Methods: Using the term “Invisalign experience,” the top 100 results on YouTube by view count were screened for English spoken...

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Bibliographic Details
Main Authors: Delli, K. (Author), Livas, C. (Author), Pandis, N. (Author)
Format: Article
Language:English
Published: Springer Berlin Heidelberg 2018
Subjects:
Online Access:View Fulltext in Publisher
LEADER 03245nam a2200445Ia 4500
001 10.1186-s40510-017-0201-1
008 220706s2018 CNT 000 0 und d
020 |a 17237785 (ISSN) 
245 1 0 |a “My Invisalign experience”: content, metrics and comment sentiment analysis of the most popular patient testimonials on YouTube 
260 0 |b Springer Berlin Heidelberg  |c 2018 
856 |z View Fulltext in Publisher  |u https://doi.org/10.1186/s40510-017-0201-1 
520 3 |a Background: The aim of the study was to investigate the popularity, content of Invisalign patient testimonials on YouTube, as well as the sentiment of the related comments. Methods: Using the term “Invisalign experience,” the top 100 results on YouTube by view count were screened for English spoken patient videos that attracted comments. Video information (time since video upload, sponsorship), engagement metrics (comments, likes, dislikes, subscriptions), and views were collected. Videos were rated for information completeness (ICS), and comments were classified by origin and content. The emotional loading of the comments was measured using automated sentiment analysis. Results: The 40 reviewed testimonials scored an average ICS of 3.78 (SD 0.97). ICS, time since upload, and video duration did not appear to significantly influence the number of views, subscriptions, likes, dislikes, and comments. There was a statistically significant difference (P = 0.03) between mean positive (2.01, SD 0.95) and negative sentiment scores (− 1.90, SD 1.14). Commenter’s status and overall comment on video were significantly associated with positive sentiment scores. There was a significant association between sponsorship, commenter’s status, overall comment on video, focus of concern, perceived Invisalign’s disadvantages, and increased negative sentiment scores. Conclusions: Engagement of audience and views of the most popular Invisalign patient testimonials were not significantly influenced by completeness of information, video duration, and lifespan. The sentiment of viewers’ comments about Invisalign treatment was significantly more positive and was significantly associated with their status, content, and sponsorship of videos. Orthodontic trends on YouTube need to be cautiously monitored for planning interventions that improve patients’ knowledge about orthodontics. © 2018, The Author(s). 
650 0 4 |a Article 
650 0 4 |a decision making 
650 0 4 |a emotion 
650 0 4 |a female 
650 0 4 |a Female 
650 0 4 |a human 
650 0 4 |a Humans 
650 0 4 |a Internet 
650 0 4 |a male 
650 0 4 |a Male 
650 0 4 |a Orthodontic Appliance Design 
650 0 4 |a Orthodontic Appliances 
650 0 4 |a orthodontic device 
650 0 4 |a orthodontic procedure 
650 0 4 |a orthodontics 
650 0 4 |a Orthodontics, Corrective 
650 0 4 |a patient information 
650 0 4 |a patient satisfaction 
650 0 4 |a Patient Satisfaction 
650 0 4 |a priority journal 
650 0 4 |a social media 
650 0 4 |a Video Recording 
650 0 4 |a videorecording 
650 0 4 |a xerostomia 
700 1 |a Delli, K.  |e author 
700 1 |a Livas, C.  |e author 
700 1 |a Pandis, N.  |e author 
773 |t Progress in Orthodontics