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Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis
BACKGROUND: There is a growing interest in the pattern of consumption of health-related information on social media platforms. OBJECTIVE: We evaluated the content of discussions around pancreatic cancer on Twitter to identify subtopics of greatest interest to health care providers and the general p...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8990342/ https://www.ncbi.nlm.nih.gov/pubmed/35323123 http://dx.doi.org/10.2196/31388 |
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author | Grewal, Udhayvir Singh Gupta, Arjun Doggett, Jamie Lou, Emil Gusani, Niraj J Maitra, Anirban Beg, Muhammad Shaalan Ocean, Allyson J |
author_facet | Grewal, Udhayvir Singh Gupta, Arjun Doggett, Jamie Lou, Emil Gusani, Niraj J Maitra, Anirban Beg, Muhammad Shaalan Ocean, Allyson J |
author_sort | Grewal, Udhayvir Singh |
collection | PubMed |
description | BACKGROUND: There is a growing interest in the pattern of consumption of health-related information on social media platforms. OBJECTIVE: We evaluated the content of discussions around pancreatic cancer on Twitter to identify subtopics of greatest interest to health care providers and the general public. METHODS: We used an online analytical tool (Creation Pinpoint) to quantify Twitter mentions (tweets and retweets) related to pancreatic cancer between January 2018 and December 2019. Keywords, hashtags, word combinations, and phrases were used to identify mentions. Health care provider profiles were identified using machine learning and then verified by a human analyst. Remaining user profiles were classified as belonging to the general public. Data from conversations were stratified qualitatively into 5 domains: (1) prevention, (2) survivorship, (3) treatment, (4) research, and (5) policy. We compared the themes of conversations initiated by health care providers and the general public and analyzed the impact of the Pancreatic Cancer Awareness Month and announcements by public figures of pancreatic cancer diagnoses on the overall volume of conversations. RESULTS: Out of 1,258,028 mentions of pancreatic cancer, 313,668 unique mentions were classified into the 5 domains. We found that health care providers most commonly discussed pancreatic cancer research (10,640/27,031 mentions, 39.4%), while the general public most commonly discussed treatment (154,484/307,449 mentions, 50.2%). Health care providers were found to be more likely to initiate conversations related to research (odds ratio [OR] 1.75, 95% CI 1.70-1.79, P<.001) and prevention (OR 1.49, 95% CI 1.41-1.57, P<.001) whereas the general public took the lead in the domains of treatment (OR 1.63, 95% CI 1.58-1.69, P<.001) and survivorship (OR 1.17, 95% CI 1.13-1.21, P<.001). Pancreatic Cancer Awareness Month did not increase the number of mentions by health care providers in any of the 5 domains, but general public mentions increased temporarily in all domains except prevention and policy. Health care provider mentions did not increase with announcements by public figures of pancreatic cancer diagnoses. After Alex Trebek, host of the television show Jeopardy, received his diagnosis, general public mentions of survivorship increased, while Justice Ruth Bader Ginsburg’s diagnosis increased conversations on treatment. CONCLUSIONS: Health care provider conversations on Twitter are not aligned with the general public. Pancreatic Cancer Awareness Month temporarily increased general public conversations about treatment, research, and survivorship, but not prevention or policy. Future studies are needed to understand how conversations on social media platforms can be leveraged to increase health care awareness among the general public. |
format | Online Article Text |
id | pubmed-8990342 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-89903422022-04-09 Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis Grewal, Udhayvir Singh Gupta, Arjun Doggett, Jamie Lou, Emil Gusani, Niraj J Maitra, Anirban Beg, Muhammad Shaalan Ocean, Allyson J JMIR Cancer Original Paper BACKGROUND: There is a growing interest in the pattern of consumption of health-related information on social media platforms. OBJECTIVE: We evaluated the content of discussions around pancreatic cancer on Twitter to identify subtopics of greatest interest to health care providers and the general public. METHODS: We used an online analytical tool (Creation Pinpoint) to quantify Twitter mentions (tweets and retweets) related to pancreatic cancer between January 2018 and December 2019. Keywords, hashtags, word combinations, and phrases were used to identify mentions. Health care provider profiles were identified using machine learning and then verified by a human analyst. Remaining user profiles were classified as belonging to the general public. Data from conversations were stratified qualitatively into 5 domains: (1) prevention, (2) survivorship, (3) treatment, (4) research, and (5) policy. We compared the themes of conversations initiated by health care providers and the general public and analyzed the impact of the Pancreatic Cancer Awareness Month and announcements by public figures of pancreatic cancer diagnoses on the overall volume of conversations. RESULTS: Out of 1,258,028 mentions of pancreatic cancer, 313,668 unique mentions were classified into the 5 domains. We found that health care providers most commonly discussed pancreatic cancer research (10,640/27,031 mentions, 39.4%), while the general public most commonly discussed treatment (154,484/307,449 mentions, 50.2%). Health care providers were found to be more likely to initiate conversations related to research (odds ratio [OR] 1.75, 95% CI 1.70-1.79, P<.001) and prevention (OR 1.49, 95% CI 1.41-1.57, P<.001) whereas the general public took the lead in the domains of treatment (OR 1.63, 95% CI 1.58-1.69, P<.001) and survivorship (OR 1.17, 95% CI 1.13-1.21, P<.001). Pancreatic Cancer Awareness Month did not increase the number of mentions by health care providers in any of the 5 domains, but general public mentions increased temporarily in all domains except prevention and policy. Health care provider mentions did not increase with announcements by public figures of pancreatic cancer diagnoses. After Alex Trebek, host of the television show Jeopardy, received his diagnosis, general public mentions of survivorship increased, while Justice Ruth Bader Ginsburg’s diagnosis increased conversations on treatment. CONCLUSIONS: Health care provider conversations on Twitter are not aligned with the general public. Pancreatic Cancer Awareness Month temporarily increased general public conversations about treatment, research, and survivorship, but not prevention or policy. Future studies are needed to understand how conversations on social media platforms can be leveraged to increase health care awareness among the general public. JMIR Publications 2022-03-24 /pmc/articles/PMC8990342/ /pubmed/35323123 http://dx.doi.org/10.2196/31388 Text en ©Udhayvir Singh Grewal, Arjun Gupta, Jamie Doggett, Emil Lou, Niraj J Gusani, Anirban Maitra, Muhammad Shaalan Beg, Allyson J Ocean. Originally published in JMIR Cancer (https://cancer.jmir.org), 24.03.2022. 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 use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Cancer, is properly cited. The complete bibliographic information, a link to the original publication on https://cancer.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Grewal, Udhayvir Singh Gupta, Arjun Doggett, Jamie Lou, Emil Gusani, Niraj J Maitra, Anirban Beg, Muhammad Shaalan Ocean, Allyson J Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title | Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title_full | Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title_fullStr | Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title_full_unstemmed | Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title_short | Twitter Conversations About Pancreatic Cancer by Health Care Providers and the General Public: Thematic Analysis |
title_sort | twitter conversations about pancreatic cancer by health care providers and the general public: thematic analysis |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8990342/ https://www.ncbi.nlm.nih.gov/pubmed/35323123 http://dx.doi.org/10.2196/31388 |
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