Jordan J. Levett , Abdulrhman Alnasser , Lior M. Elkaim , Justin Drager , Thierry Pauyo
{"title":"社交媒体上对预防前十字韧带损伤的负面情绪超过了正面认识的讨论。","authors":"Jordan J. Levett , Abdulrhman Alnasser , Lior M. Elkaim , Justin Drager , Thierry Pauyo","doi":"10.1016/j.jisako.2024.100306","DOIUrl":null,"url":null,"abstract":"<div><h3>Objectives</h3><p>The aim of this study is to understand the current public discussion surrounding anterior cruciate ligament (ACL) injury prevention on social media and determine factors that influence levels of public engagement.</p></div><div><h3>Methods</h3><p>We performed a qualitative and quantitative cross-sectional analysis of ACL injury prevention techniques discussed on social media via the Twitter application programming interface (API). The Twitter API was queried from inception to May 2023 using keywords related to ACL injury and prevention. We conducted a thematic analysis of the posts and performed a sentiment analysis using natural language processing. A multivariable regression model was used to identify metadata that predicted higher engagement (media, links, tagging, hashtags).</p></div><div><h3>Results</h3><p>A subset of 1823 unique posts was analyzed from 1701 unique accounts. Most posts were raising awareness about ACL injury prevention (n = 733, 40.2%), followed by opinions on the topic (n = 390, 21.4%), specific prevention techniques (n = 289, 15.9%), personal experiences (n = 272, 14.9%), and research (n = 139, 7.6%). The majority consisted of posts from patients or caregivers (n = 948, 55.7%), whereas healthcare providers accounted for 14.7% of posts. Posts containing media increased Tweet engagement count by an average of 6.1 (95% CI 2.8 to 9.4, p = 0.00033) and posts discussing personal opinions increased engagement by 6.7 (95% CI 3.5 to 9.8, p = 0.00004). On sentiment analysis of all included Tweets, 822 (45.1%) posts were positive, 309 (17.0%) were negative, and 692 (38.0%) were neutral. Sentiments expressed in posts related to ACL prevention were 2.8 times more negative compared to those discussing raising awareness.</p></div><div><h3>Conclusions</h3><p>There is active discussion about ACL injury prevention on Twitter. The use of visual media increased public engagement. We identified a potential knowledge gap between the available prevention techniques and the perspectives of athletes, highlighting the need for healthcare professionals to enhance their engagement with ACL injury prevention on social media.</p></div><div><h3>Level of evidence</h3><p>III.</p></div>","PeriodicalId":36847,"journal":{"name":"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine","volume":null,"pages":null},"PeriodicalIF":2.7000,"publicationDate":"2024-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2059775424001536/pdfft?md5=4cf5afb44b50c75971f452b0832527ba&pid=1-s2.0-S2059775424001536-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Negative sentiments toward anterior cruciate ligament injury prevention outweigh positive awareness discussions on social media\",\"authors\":\"Jordan J. Levett , Abdulrhman Alnasser , Lior M. Elkaim , Justin Drager , Thierry Pauyo\",\"doi\":\"10.1016/j.jisako.2024.100306\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Objectives</h3><p>The aim of this study is to understand the current public discussion surrounding anterior cruciate ligament (ACL) injury prevention on social media and determine factors that influence levels of public engagement.</p></div><div><h3>Methods</h3><p>We performed a qualitative and quantitative cross-sectional analysis of ACL injury prevention techniques discussed on social media via the Twitter application programming interface (API). The Twitter API was queried from inception to May 2023 using keywords related to ACL injury and prevention. We conducted a thematic analysis of the posts and performed a sentiment analysis using natural language processing. A multivariable regression model was used to identify metadata that predicted higher engagement (media, links, tagging, hashtags).</p></div><div><h3>Results</h3><p>A subset of 1823 unique posts was analyzed from 1701 unique accounts. Most posts were raising awareness about ACL injury prevention (n = 733, 40.2%), followed by opinions on the topic (n = 390, 21.4%), specific prevention techniques (n = 289, 15.9%), personal experiences (n = 272, 14.9%), and research (n = 139, 7.6%). The majority consisted of posts from patients or caregivers (n = 948, 55.7%), whereas healthcare providers accounted for 14.7% of posts. Posts containing media increased Tweet engagement count by an average of 6.1 (95% CI 2.8 to 9.4, p = 0.00033) and posts discussing personal opinions increased engagement by 6.7 (95% CI 3.5 to 9.8, p = 0.00004). On sentiment analysis of all included Tweets, 822 (45.1%) posts were positive, 309 (17.0%) were negative, and 692 (38.0%) were neutral. Sentiments expressed in posts related to ACL prevention were 2.8 times more negative compared to those discussing raising awareness.</p></div><div><h3>Conclusions</h3><p>There is active discussion about ACL injury prevention on Twitter. The use of visual media increased public engagement. We identified a potential knowledge gap between the available prevention techniques and the perspectives of athletes, highlighting the need for healthcare professionals to enhance their engagement with ACL injury prevention on social media.</p></div><div><h3>Level of evidence</h3><p>III.</p></div>\",\"PeriodicalId\":36847,\"journal\":{\"name\":\"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.7000,\"publicationDate\":\"2024-08-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S2059775424001536/pdfft?md5=4cf5afb44b50c75971f452b0832527ba&pid=1-s2.0-S2059775424001536-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2059775424001536\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ORTHOPEDICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of ISAKOS Joint Disorders & Orthopaedic Sports Medicine","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2059775424001536","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ORTHOPEDICS","Score":null,"Total":0}
Negative sentiments toward anterior cruciate ligament injury prevention outweigh positive awareness discussions on social media
Objectives
The aim of this study is to understand the current public discussion surrounding anterior cruciate ligament (ACL) injury prevention on social media and determine factors that influence levels of public engagement.
Methods
We performed a qualitative and quantitative cross-sectional analysis of ACL injury prevention techniques discussed on social media via the Twitter application programming interface (API). The Twitter API was queried from inception to May 2023 using keywords related to ACL injury and prevention. We conducted a thematic analysis of the posts and performed a sentiment analysis using natural language processing. A multivariable regression model was used to identify metadata that predicted higher engagement (media, links, tagging, hashtags).
Results
A subset of 1823 unique posts was analyzed from 1701 unique accounts. Most posts were raising awareness about ACL injury prevention (n = 733, 40.2%), followed by opinions on the topic (n = 390, 21.4%), specific prevention techniques (n = 289, 15.9%), personal experiences (n = 272, 14.9%), and research (n = 139, 7.6%). The majority consisted of posts from patients or caregivers (n = 948, 55.7%), whereas healthcare providers accounted for 14.7% of posts. Posts containing media increased Tweet engagement count by an average of 6.1 (95% CI 2.8 to 9.4, p = 0.00033) and posts discussing personal opinions increased engagement by 6.7 (95% CI 3.5 to 9.8, p = 0.00004). On sentiment analysis of all included Tweets, 822 (45.1%) posts were positive, 309 (17.0%) were negative, and 692 (38.0%) were neutral. Sentiments expressed in posts related to ACL prevention were 2.8 times more negative compared to those discussing raising awareness.
Conclusions
There is active discussion about ACL injury prevention on Twitter. The use of visual media increased public engagement. We identified a potential knowledge gap between the available prevention techniques and the perspectives of athletes, highlighting the need for healthcare professionals to enhance their engagement with ACL injury prevention on social media.
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