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Current landscape of social media use pertaining to glioblastoma by various stakeholders

BACKGROUND: Given the potential for social media to allow widespread public engagement, its role in healthcare, including in cancer care as a support network, is garnering interest. To date, the use of social media in neuro-oncology has not been systematically explored. In the current manuscript, we...

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Autores principales: Alvi, Mohammed Ali, Elkaim, Lior M, Levett, Jordan J, Pando, Alejandro, Roy, Sabrina, Samuel, Nardin, Alotaibi, Naif M, Zadeh, Gelareh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10209009/
https://www.ncbi.nlm.nih.gov/pubmed/37250621
http://dx.doi.org/10.1093/noajnl/vdad039
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author Alvi, Mohammed Ali
Elkaim, Lior M
Levett, Jordan J
Pando, Alejandro
Roy, Sabrina
Samuel, Nardin
Alotaibi, Naif M
Zadeh, Gelareh
author_facet Alvi, Mohammed Ali
Elkaim, Lior M
Levett, Jordan J
Pando, Alejandro
Roy, Sabrina
Samuel, Nardin
Alotaibi, Naif M
Zadeh, Gelareh
author_sort Alvi, Mohammed Ali
collection PubMed
description BACKGROUND: Given the potential for social media to allow widespread public engagement, its role in healthcare, including in cancer care as a support network, is garnering interest. To date, the use of social media in neuro-oncology has not been systematically explored. In the current manuscript, we sought to review Twitter use on glioblastoma among patients, caregivers, providers, researchers, and other stakeholders. METHODS: The Twitter application programming interface (API) database was surveyed from inception to May 2022 to identify tweets about glioblastoma. Number of tweet likes, retweets, quotes, and total engagement were noted for each tweet. Geographic location, number of followers, and number of Tweets were noted for users. We also categorized Tweets based on their underlying themes. A natural language processing (NLP) algorithm was used to assign a polarity score, subjectivity score, and analysis label to each Tweet for sentiment analysis. RESULTS: A total of 1690 unique tweets from 1000 accounts were included in our analyses. The frequency of tweets increased from 2013 and peaked in 2018. The most common category among users was MD/researchers (21.6%, n = 216), followed by Media/News (20%, n = 200) and Business (10.7%); patients or caregivers accounted for only 4.7% (n = 47) while medical centers, journals, and foundations accounted for 5.4%, 3.7%, and 2.1%. The most common subjects that Tweets covered included research (54%), followed by personal experience (18.2%) and raising awareness (14%). In terms of sentiment, 43.6% of Tweets were classified as positive, 41.6% as neutral, and 14.9% as negative; a subset analysis of “personal experience” tweets revealed a higher proportion of negative Tweets (31.5%) and less neutral tweets (25%). Only media (β = 8.4; 95% CI [4.4, 12.4]) and follower count (minimally) predicted higher levels of Tweet engagement. CONCLUSION: This comprehensive analysis of tweets on glioblastoma found that the academic community are the most common user group on Twitter. Sentiment analysis revealed that most negative tweets are related to personal experience. These analyses provide the basis for further work into supporting and developing the care of patients with glioblastoma.
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spelling pubmed-102090092023-05-26 Current landscape of social media use pertaining to glioblastoma by various stakeholders Alvi, Mohammed Ali Elkaim, Lior M Levett, Jordan J Pando, Alejandro Roy, Sabrina Samuel, Nardin Alotaibi, Naif M Zadeh, Gelareh Neurooncol Adv Review BACKGROUND: Given the potential for social media to allow widespread public engagement, its role in healthcare, including in cancer care as a support network, is garnering interest. To date, the use of social media in neuro-oncology has not been systematically explored. In the current manuscript, we sought to review Twitter use on glioblastoma among patients, caregivers, providers, researchers, and other stakeholders. METHODS: The Twitter application programming interface (API) database was surveyed from inception to May 2022 to identify tweets about glioblastoma. Number of tweet likes, retweets, quotes, and total engagement were noted for each tweet. Geographic location, number of followers, and number of Tweets were noted for users. We also categorized Tweets based on their underlying themes. A natural language processing (NLP) algorithm was used to assign a polarity score, subjectivity score, and analysis label to each Tweet for sentiment analysis. RESULTS: A total of 1690 unique tweets from 1000 accounts were included in our analyses. The frequency of tweets increased from 2013 and peaked in 2018. The most common category among users was MD/researchers (21.6%, n = 216), followed by Media/News (20%, n = 200) and Business (10.7%); patients or caregivers accounted for only 4.7% (n = 47) while medical centers, journals, and foundations accounted for 5.4%, 3.7%, and 2.1%. The most common subjects that Tweets covered included research (54%), followed by personal experience (18.2%) and raising awareness (14%). In terms of sentiment, 43.6% of Tweets were classified as positive, 41.6% as neutral, and 14.9% as negative; a subset analysis of “personal experience” tweets revealed a higher proportion of negative Tweets (31.5%) and less neutral tweets (25%). Only media (β = 8.4; 95% CI [4.4, 12.4]) and follower count (minimally) predicted higher levels of Tweet engagement. CONCLUSION: This comprehensive analysis of tweets on glioblastoma found that the academic community are the most common user group on Twitter. Sentiment analysis revealed that most negative tweets are related to personal experience. These analyses provide the basis for further work into supporting and developing the care of patients with glioblastoma. Oxford University Press 2023-05-24 /pmc/articles/PMC10209009/ /pubmed/37250621 http://dx.doi.org/10.1093/noajnl/vdad039 Text en © The Author(s) 2023. Published by Oxford University Press, the Society for Neuro-Oncology and the European Association of Neuro-Oncology. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review
Alvi, Mohammed Ali
Elkaim, Lior M
Levett, Jordan J
Pando, Alejandro
Roy, Sabrina
Samuel, Nardin
Alotaibi, Naif M
Zadeh, Gelareh
Current landscape of social media use pertaining to glioblastoma by various stakeholders
title Current landscape of social media use pertaining to glioblastoma by various stakeholders
title_full Current landscape of social media use pertaining to glioblastoma by various stakeholders
title_fullStr Current landscape of social media use pertaining to glioblastoma by various stakeholders
title_full_unstemmed Current landscape of social media use pertaining to glioblastoma by various stakeholders
title_short Current landscape of social media use pertaining to glioblastoma by various stakeholders
title_sort current landscape of social media use pertaining to glioblastoma by various stakeholders
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10209009/
https://www.ncbi.nlm.nih.gov/pubmed/37250621
http://dx.doi.org/10.1093/noajnl/vdad039
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