Cargando…
Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data
Cancer survivors suffer from emotional distress, which varies depending on several factors. However, existing emotion management programs are insufficient and do not take into consideration all of the factors. Social media provides a platform for understanding the emotions of the public. The aim of...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7579657/ https://www.ncbi.nlm.nih.gov/pubmed/33007865 http://dx.doi.org/10.3390/ijerph17197160 |
_version_ | 1783598641388191744 |
---|---|
author | Park, Seul Ki Park, Hyeoun-Ae Lee, Jooyun |
author_facet | Park, Seul Ki Park, Hyeoun-Ae Lee, Jooyun |
author_sort | Park, Seul Ki |
collection | PubMed |
description | Cancer survivors suffer from emotional distress, which varies depending on several factors. However, existing emotion management programs are insufficient and do not take into consideration all of the factors. Social media provides a platform for understanding the emotions of the public. The aim of this study was to explore the relationship between the public’s emotions about cancer and factors affecting emotions using social media data. We used 321,339 posts on cancer and emotions relating to cancer extracted from 22 social media channels between 1 January 2014, and 30 June 2017. The factors affecting emotions were analyzed using association rule mining and social network analysis. Hope/gratitude was the most frequently mentioned emotion group on social media followed by fear/anxiety/overwhelmed, sadness/depression/loneliness/guilt, and anger/denial. Acute survival stage, treatment method, and breast cancer were associated with hope/gratitude. Early stage, gastrointestinal problems, fatigue/pain/fever, and pancreatic cancer were associated with fear/anxiety/overwhelmed. Surgery, hair loss/skin problems, and fatigue/pain/fever were associated with sadness/depression/loneliness/guilt. Acute survival stage and hair loss/skin problems were associated with anger/denial. We found that emotions concerning cancer differed depending on the cancer type, cancer stage, survival stage, treatment, and symptoms. These findings could guide the development of tailored emotional management programs for cancer survivors that meet the public’s needs more effectively. |
format | Online Article Text |
id | pubmed-7579657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75796572020-10-29 Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data Park, Seul Ki Park, Hyeoun-Ae Lee, Jooyun Int J Environ Res Public Health Article Cancer survivors suffer from emotional distress, which varies depending on several factors. However, existing emotion management programs are insufficient and do not take into consideration all of the factors. Social media provides a platform for understanding the emotions of the public. The aim of this study was to explore the relationship between the public’s emotions about cancer and factors affecting emotions using social media data. We used 321,339 posts on cancer and emotions relating to cancer extracted from 22 social media channels between 1 January 2014, and 30 June 2017. The factors affecting emotions were analyzed using association rule mining and social network analysis. Hope/gratitude was the most frequently mentioned emotion group on social media followed by fear/anxiety/overwhelmed, sadness/depression/loneliness/guilt, and anger/denial. Acute survival stage, treatment method, and breast cancer were associated with hope/gratitude. Early stage, gastrointestinal problems, fatigue/pain/fever, and pancreatic cancer were associated with fear/anxiety/overwhelmed. Surgery, hair loss/skin problems, and fatigue/pain/fever were associated with sadness/depression/loneliness/guilt. Acute survival stage and hair loss/skin problems were associated with anger/denial. We found that emotions concerning cancer differed depending on the cancer type, cancer stage, survival stage, treatment, and symptoms. These findings could guide the development of tailored emotional management programs for cancer survivors that meet the public’s needs more effectively. MDPI 2020-09-30 2020-10 /pmc/articles/PMC7579657/ /pubmed/33007865 http://dx.doi.org/10.3390/ijerph17197160 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Park, Seul Ki Park, Hyeoun-Ae Lee, Jooyun Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title | Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title_full | Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title_fullStr | Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title_full_unstemmed | Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title_short | Understanding the Public’s Emotions about Cancer: Analysis of Social Media Data |
title_sort | understanding the public’s emotions about cancer: analysis of social media data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7579657/ https://www.ncbi.nlm.nih.gov/pubmed/33007865 http://dx.doi.org/10.3390/ijerph17197160 |
work_keys_str_mv | AT parkseulki understandingthepublicsemotionsaboutcanceranalysisofsocialmediadata AT parkhyeounae understandingthepublicsemotionsaboutcanceranalysisofsocialmediadata AT leejooyun understandingthepublicsemotionsaboutcanceranalysisofsocialmediadata |