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Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study
BACKGROUND: Cancer pain represents a challenge for cancer patients and their family members. Despite progression in pain management, pain is still underreported and undertreated, and there is limited information on the related needs that patients and caregivers may have. Online platforms represent a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10365594/ https://www.ncbi.nlm.nih.gov/pubmed/37399067 http://dx.doi.org/10.2196/41594 |
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author | Filipponi, Chiara Chichua, Mariam Masiero, Marianna Mazzoni, Davide Pravettoni, Gabriella |
author_facet | Filipponi, Chiara Chichua, Mariam Masiero, Marianna Mazzoni, Davide Pravettoni, Gabriella |
author_sort | Filipponi, Chiara |
collection | PubMed |
description | BACKGROUND: Cancer pain represents a challenge for cancer patients and their family members. Despite progression in pain management, pain is still underreported and undertreated, and there is limited information on the related needs that patients and caregivers may have. Online platforms represent a fundamental tool for research to reveal the unmet needs of these users and their emotions outside the medical setting. OBJECTIVE: This study aimed to (1) reveal the unmet needs of both patients and caregivers and (2) detect the emotional activation associated with cancer pain by analyzing the textual patterns of both users. METHODS: A descriptive and quantitative analysis of qualitative data was performed in RStudio v.2022.02.3 (RStudio Team). We analyzed 679 posts (161 from caregivers and 518 from patients) published over 10 years on the “cancer” subreddit of Reddit to identify unmet needs and emotions related to cancer pain. Hierarchical clustering, and emotion and sentiment analysis were conducted. RESULTS: The language used for describing experiences related to cancer pain and expressed needs differed between patients and caregivers. For patients (agglomerative coefficient=0.72), the large cluster labeled unmet needs included the following clusters: (1A) reported experiences, with the subclusters (a) relationship with doctors/spouse and (b) reflections on physical features; and (1B) changes observed over time, with the subclusters (a) regret and (b) progress. For caregivers (agglomerative coefficient=0.80), the main clusters were as follows: (1A) social support and (1B) reported experiences, with the subclusters (a) psychosocial challenges and (b) grief. Moreover, comparison between the 2 groups (entanglement coefficient=0.28) showed that they shared a common cluster labeled uncertainty. Regarding emotion and sentiment analysis, patients expressed a significantly higher negative sentiment than caregivers (z=−2.14; P<.001). On the contrary, caregivers expressed a higher positive sentiment compared with patients (z=−2.26; P<.001), with trust (z=−4.12; P<.001) and joy (z=−2.03; P<.001) being the most prevalent positive emotions. CONCLUSIONS: Our study emphasized different perceptions of cancer pain in patients and caregivers. We revealed different needs and emotional activations in the 2 groups. Moreover, our study findings highlight the importance of considering caregivers in medical care. Overall, this study increases knowledge about the unmet needs and emotions of patients and caregivers, which may have important clinical implications in pain management. |
format | Online Article Text |
id | pubmed-10365594 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-103655942023-07-25 Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study Filipponi, Chiara Chichua, Mariam Masiero, Marianna Mazzoni, Davide Pravettoni, Gabriella JMIR Cancer Original Paper BACKGROUND: Cancer pain represents a challenge for cancer patients and their family members. Despite progression in pain management, pain is still underreported and undertreated, and there is limited information on the related needs that patients and caregivers may have. Online platforms represent a fundamental tool for research to reveal the unmet needs of these users and their emotions outside the medical setting. OBJECTIVE: This study aimed to (1) reveal the unmet needs of both patients and caregivers and (2) detect the emotional activation associated with cancer pain by analyzing the textual patterns of both users. METHODS: A descriptive and quantitative analysis of qualitative data was performed in RStudio v.2022.02.3 (RStudio Team). We analyzed 679 posts (161 from caregivers and 518 from patients) published over 10 years on the “cancer” subreddit of Reddit to identify unmet needs and emotions related to cancer pain. Hierarchical clustering, and emotion and sentiment analysis were conducted. RESULTS: The language used for describing experiences related to cancer pain and expressed needs differed between patients and caregivers. For patients (agglomerative coefficient=0.72), the large cluster labeled unmet needs included the following clusters: (1A) reported experiences, with the subclusters (a) relationship with doctors/spouse and (b) reflections on physical features; and (1B) changes observed over time, with the subclusters (a) regret and (b) progress. For caregivers (agglomerative coefficient=0.80), the main clusters were as follows: (1A) social support and (1B) reported experiences, with the subclusters (a) psychosocial challenges and (b) grief. Moreover, comparison between the 2 groups (entanglement coefficient=0.28) showed that they shared a common cluster labeled uncertainty. Regarding emotion and sentiment analysis, patients expressed a significantly higher negative sentiment than caregivers (z=−2.14; P<.001). On the contrary, caregivers expressed a higher positive sentiment compared with patients (z=−2.26; P<.001), with trust (z=−4.12; P<.001) and joy (z=−2.03; P<.001) being the most prevalent positive emotions. CONCLUSIONS: Our study emphasized different perceptions of cancer pain in patients and caregivers. We revealed different needs and emotional activations in the 2 groups. Moreover, our study findings highlight the importance of considering caregivers in medical care. Overall, this study increases knowledge about the unmet needs and emotions of patients and caregivers, which may have important clinical implications in pain management. JMIR Publications 2023-07-03 /pmc/articles/PMC10365594/ /pubmed/37399067 http://dx.doi.org/10.2196/41594 Text en ©Chiara Filipponi, Mariam Chichua, Marianna Masiero, Davide Mazzoni, Gabriella Pravettoni. Originally published in JMIR Cancer (https://cancer.jmir.org), 03.07.2023. 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 Filipponi, Chiara Chichua, Mariam Masiero, Marianna Mazzoni, Davide Pravettoni, Gabriella Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title | Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title_full | Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title_fullStr | Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title_full_unstemmed | Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title_short | Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study |
title_sort | cancer pain experience through the lens of patients and caregivers: mixed methods social media study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10365594/ https://www.ncbi.nlm.nih.gov/pubmed/37399067 http://dx.doi.org/10.2196/41594 |
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