Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study
BackgroundCancer 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...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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JMIR Publications
2023-07-01
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| Series: | JMIR Cancer |
| Online Access: | https://cancer.jmir.org/2023/1/e41594 |
| _version_ | 1797734111557713920 |
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| author | Chiara Filipponi Mariam Chichua Marianna Masiero Davide Mazzoni Gabriella Pravettoni |
| author_facet | Chiara Filipponi Mariam Chichua Marianna Masiero Davide Mazzoni Gabriella Pravettoni |
| author_sort | Chiara Filipponi |
| collection | DOAJ |
| description |
BackgroundCancer 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.
ObjectiveThis 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.
MethodsA 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.
ResultsThe 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.
ConclusionsOur 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. |
| first_indexed | 2024-03-12T12:38:33Z |
| format | Article |
| id | doaj.art-99eeae054425430fae43492e719919be |
| institution | Directory Open Access Journal |
| issn | 2369-1999 |
| language | English |
| last_indexed | 2024-03-12T12:38:33Z |
| publishDate | 2023-07-01 |
| publisher | JMIR Publications |
| record_format | Article |
| series | JMIR Cancer |
| spelling | doaj.art-99eeae054425430fae43492e719919be2023-08-29T00:00:21ZengJMIR PublicationsJMIR Cancer2369-19992023-07-019e4159410.2196/41594Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media StudyChiara Filipponihttps://orcid.org/0000-0003-3988-1215Mariam Chichuahttps://orcid.org/0000-0002-3042-6091Marianna Masierohttps://orcid.org/0000-0002-4718-5554Davide Mazzonihttps://orcid.org/0000-0001-6607-5636Gabriella Pravettonihttps://orcid.org/0000-0002-4843-4663 BackgroundCancer 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. ObjectiveThis 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. MethodsA 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. ResultsThe 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. ConclusionsOur 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.https://cancer.jmir.org/2023/1/e41594 |
| spellingShingle | Chiara Filipponi Mariam Chichua Marianna Masiero Davide Mazzoni Gabriella Pravettoni Cancer Pain Experience Through the Lens of Patients and Caregivers: Mixed Methods Social Media Study JMIR Cancer |
| 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 |
| url | https://cancer.jmir.org/2023/1/e41594 |
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