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Necaise A, Amon MJ. Peer Support for Chronic Pain in Online Health Communities: Quantitative Study on the Dynamics of Social Interactions in a Chronic Pain Forum. J Med Internet Res 2024; 26:e45858. [PMID: 39235845 DOI: 10.2196/45858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 05/20/2024] [Accepted: 06/24/2024] [Indexed: 09/06/2024] Open
Abstract
BACKGROUND Peer support for chronic pain is increasingly taking place on social media via social networking communities. Several theories on the development and maintenance of chronic pain highlight how rumination, catastrophizing, and negative social interactions can contribute to poor health outcomes. However, little is known regarding the role web-based health discussions play in the development of negative versus positive health attitudes relevant to chronic pain. OBJECTIVE This study aims to investigate how participation in online peer-to-peer support communities influenced pain expressions by examining how the sentiment of user language evolved in response to peer interactions. METHODS We collected the comment histories of 199 randomly sampled Reddit (Reddit, Inc) users who were active in a popular peer-to-peer chronic pain support community over 10 years. A total of 2 separate natural language processing methods were compared to calculate the sentiment of user comments on the forum (N=73,876). We then modeled the trajectories of users' language sentiment using mixed-effects growth curve modeling and measured the degree to which users affectively synchronized with their peers using bivariate wavelet analysis. RESULTS In comparison to a shuffled baseline, we found evidence that users entrained their language sentiment to match the language of community members they interacted with (t198=4.02; P<.001; Cohen d=0.40). This synchrony was most apparent in low-frequency sentiment changes unfolding over hundreds of interactions as opposed to reactionary changes occurring from comment to comment (F2,198=17.70; P<.001). We also observed a significant trend in sentiment across all users (β=-.02; P=.003), with users increasingly using more negative language as they continued to interact with the community. Notably, there was a significant interaction between affective synchrony and community tenure (β=.02; P=.02), such that greater affective synchrony was associated with negative sentiment trajectories among short-term users and positive sentiment trajectories among long-term users. CONCLUSIONS Our results are consistent with the social communication model of pain, which describes how social interactions can influence the expression of pain symptoms. The difference in long-term versus short-term affective synchrony observed between community members suggests a process of emotional coregulation and social learning. Participating in health discussions on Reddit appears to be associated with both negative and positive changes in sentiment depending on how individual users interacted with their peers. Thus, in addition to characterizing the sentiment dynamics existing within online chronic pain communities, our work provides insight into the potential benefits and drawbacks of relying on support communities organized on social media platforms.
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Affiliation(s)
- Aaron Necaise
- School of Modeling, Simulation, and Training, University of Central Florida, Orlando, FL, United States
| | - Mary Jean Amon
- Department of Informatics, Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, United States
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Garrett C, Qiao S, Tam CC, Li X. Low-Cost Recruitment Approach: Utilizing Facebook Groups to Recruit COVID-19 Long-Haulers. RESEARCH SQUARE 2024:rs.3.rs-4078924. [PMID: 38586017 PMCID: PMC10996785 DOI: 10.21203/rs.3.rs-4078924/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Introduction The accessibility of social media (e.g., Facebook groups) presents long-haulers with the ability to connect with others with similar experiences and symptomology that are likely outside of their physical social networks. Social media sites may serve as promising platforms for research recruitment, public health campaigns, or interventions. The present study aims to assess, and comprehensively present, the effectiveness of a low-cost approach to recruitment through groups on Facebook within the context of a broader study of COVID-19 long-haulers. Methods Facebook groups were searched using a variety of COVID-related terminology and included if they were in English, COVID-19 specific, public, and have or were approaching 1,000 or more members. Group administrators were either contacted for permission to post recruitment materials or posts were made and left pending administrator approval, depending on group settings. Group members were able to follow a link to the online survey platform (i.e., RedCap) where they provided informed consent and completed an online assessment of their COVID-19 experiences and psychosocial wellbeing. Upon survey completion participants were able to opt-in to a raffle-based incentive. The characteristics of the Facebook groups and demographic background of participants were assessed. Findings Contacting administrators and posts made between January and March of 2022 within 17 COVID-19 specific groups yielded a sample size of 460 long-haulers. The groups relied upon for recruitment had a mean size of 21,022 (SD=45,645.3), most had three or more administrators (43%), and a majority were state specific (60%). The long-hauler participants enrolled from the posts had an average age of 32 years (SD=6.19), approximately split between men (48.91%) and women (50.22%), a majority white (70%), having earned a bachelor's or postgraduate degree (63.48%), and reporting an annual income between $50,000 and $100,000 (56.09%). Discussion The present study presents strengths and recommendations for survey recruitment through Facebook groups as a low-cost recruitment strategy that is easily targeted to populations with a specific health condition and allows users to complete online psycho-behavioral assessments off-site on a HIPPA compliant survey platform.
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Lilja V, Wallström S, Saarijärvi M, Lundberg M, Segertoft VA, Ekman I. Balancing between being the most valuable player (MVP) and passing the ball: a qualitative study of support when living with chronic pain in Sweden. BMJ Open 2024; 14:e079229. [PMID: 38296288 PMCID: PMC10831426 DOI: 10.1136/bmjopen-2023-079229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 01/16/2024] [Indexed: 02/03/2024] Open
Abstract
OBJECTIVE This study aimed to elucidate the meaning of lived experiences of support from social networks and the healthcare sector in persons with chronic pain. DESIGN A qualitative, phenomenological hermeneutic method was used to analyse interview data. SETTING Participants were recruited from patient organisations in Sweden. PARTICIPANTS Ten (seven women, two men and one non-binary) individuals with chronic musculoskeletal pain were included. FINDINGS The meaning of lived experiences of support in persons with chronic pain involves balancing between being the most valuable player (MVP) and passing the ball, meaning balancing between being a capable person and accepting support to be that capable person. CONCLUSION For participants who lived with chronic pain, support means balancing between being capable (the MVP) and willing to accept support (passing the ball), which aligns with the concept of person-centred care. Our findings may be useful for policy-makers, managers and clinical professionals when planning and performing care for persons with chronic pain. Future research should focus on how the healthcare sector can create support to enable persons with chronic pain to be the MVP while being able to pass the ball to their social networks and the healthcare sector.
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Affiliation(s)
- Veronica Lilja
- Institute of Health and Care Sciences, Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
| | - Sara Wallström
- Institute of Health and Care Sciences, Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Department of Forensic Psychiatry, Gothenburg, Sweden
- Centre for Ethics, Law and Mental Health (CELAM), University of Gothenburg, Gothenburg, Sweden
| | - Markus Saarijärvi
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- Healthcare Sciences and E-Health, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Department of Neurobiology, Care Sciences and Society, Karolinska Institute, Stockholm, Sweden
| | - Mari Lundberg
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- Department of Health Promoting Science, Sophiahemmet University, Stockholm, Sweden
| | - Vivi-Anne Segertoft
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
| | - Inger Ekman
- Institute of Health and Care Sciences, Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- University of Gothenburg Centre for Person-Centred Care (GPCC), Sahlgrenska Academy, University of Gothenburg, Goteborg, Sweden
- Department of Medicine, Geriatrics and Emergency Medicine, Sahlgrenska University Hospital/Östra, Region Västra Götaland, Gothenburg, Sweden
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Papianou LN, Wilson JM, Edwards RR, Sieberg CB, Meints SM. The mediating effect of social functioning on the relationship between catastrophizing and pain among patients with chronic low back pain. PAIN MEDICINE (MALDEN, MASS.) 2023; 24:1244-1250. [PMID: 37399110 DOI: 10.1093/pm/pnad093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 05/23/2023] [Accepted: 06/12/2023] [Indexed: 07/05/2023]
Abstract
OBJECTIVE Pain catastrophizing can be characterized as an interpersonal form of coping used to elicit support or empathy from others. Despite intentions of increasing support, catastrophizing can impair social functioning. While considerable work has addressed the relationship between catastrophizing and pain, limited empirical work has examined this relationship within a social context. First, we examined the role of catastrophizing as a potential contributor to group differences (chronic low back pain [cLBP] vs pain-free controls) in social functioning. Then we conducted a follow-up, exploratory analysis to examine the relationships between catastrophizing, social functioning, and pain within the subgroup of participants with cLBP. METHODS In this observational study, participants with cLBP (N = 62) and pain-free controls (N = 79) completed validated measures of pain, social functioning, and pain catastrophizing. A mediation analysis was conducted to examine whether catastrophizing mediated group differences (cLBP vs controls) in social functioning. A follow-up, exploratory mediation analysis then tested whether social functioning mediated the association between catastrophizing and pain within the subgroup of cLBP participants. RESULTS Participants with cLBP reported higher levels of pain, impaired social functioning, and higher catastrophizing compared to pain-free controls. Catastrophizing partially mediated the group difference in impaired social functioning. Additionally, social functioning mediated the association between higher catastrophizing and greater pain within the subgroup of cLBP participants. CONCLUSIONS We showed that impaired social functioning was driving the relationship between higher pain catastrophizing and worse pain among participants with cLBP. Interventions, such as cognitive behavioral therapy, should address catastrophizing in individuals with cLBP, while simultaneously improving social functioning.
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Affiliation(s)
- Lauren N Papianou
- Department of Anesthesiology and Pain Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, United States
| | - Jenna M Wilson
- Department of Anesthesiology and Pain Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, United States
| | - Robert R Edwards
- Department of Anesthesiology and Pain Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, United States
| | - Christine B Sieberg
- Biobehavioral Pain Innovations Lab, Department of Psychiatry and Behavioral Sciences, Boston Children's Hospital, Boston, MA 02115, United States
- Pain and Affective Neuroscience Center, Department of Anesthesiology, Critical Care, and Pain Medicine, Boston Children's Hospital, Boston, MA 02115, United States
- Department of Psychiatry, Harvard Medical School, Boston, MA 02215, United States
| | - Samantha M Meints
- Department of Anesthesiology and Pain Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, United States
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Franqueiro AR, Yoon J, Crago MA, Curiel M, Wilson JM. The Interconnection Between Social Support and Emotional Distress Among Individuals with Chronic Pain: A Narrative Review. Psychol Res Behav Manag 2023; 16:4389-4399. [PMID: 37915959 PMCID: PMC10617401 DOI: 10.2147/prbm.s410606] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2023] [Accepted: 10/21/2023] [Indexed: 11/03/2023] Open
Abstract
Chronic pain is a public health concern affecting over 100 million U.S. adults. Because chronic pain is multifactorial, it requires a biopsychosocial approach to understand how biological, psychological, and social factors contribute to both the development and maintenance of pain. On average, individuals with chronic pain report higher levels of emotional distress compared to pain-free individuals. Research has demonstrated that social support is associated with better pain outcomes and less emotional distress. It has been proposed that social support may improve pain outcomes by reducing the influence of stressors. However, the majority of research exploring the relationships between social support and pain-related outcomes has focused on the direct relationship between these variables, largely overlooking the process by which social support has a positive influence on pain. This narrative review synthesizes research on how chronic pain, emotional distress, and social support are highly interconnected, yet research investigating chronic pain and emotional distress within a social context is limited. We then highlight disparities in chronic pain, such that the burden of chronic pain is unequal between demographic groups. Next, we discuss existing evidence for the use of group-based interventions to address pain-related outcomes. Lastly, we summarize limitations of prior research studies and highlight gaps in the current literature. Overall, longitudinal research comprehensively investigating the distinct nuances in the measurement of social support and how these nuances relate to emotional distress and pain outcomes is needed and may provide insight into the unique needs of individuals or subgroups. Further, demographically diverse randomized controlled trials are needed to identify the process by which group-based interventions improve pain outcomes and whether these interventions are more effective for particular groups in order to personalize treatment approaches and address inequities in pain care.
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Affiliation(s)
- Angelina R Franqueiro
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - JiHee Yoon
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - Madelyn A Crago
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - Marie Curiel
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - Jenna M Wilson
- Department of Anesthesiology, Perioperative and Pain Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
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Gertsman S, Ene IC, Palmert S, Liu A, Makkar M, Shao I, Shapiro J, Williams C. Clinical empathy as perceived by patients with chronic illness in Canada: a qualitative focus group study. CMAJ Open 2023; 11:E859-E868. [PMID: 37751921 PMCID: PMC10521922 DOI: 10.9778/cmajo.20220211] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/28/2023] Open
Abstract
BACKGROUND Although clinical empathy - the ability of a physician to understand a patient's illness experience, communicate this understanding and act collaboratively to create a treatment plan - provides substantial benefits to both physicians and patients, medical students typically experience a decline in empathy during training. The primary objective of this study was to generate a model of clinical empathy grounded in the perspectives of people with chronic illness living in Canada, to promote empathy-focused curricular development in Canadian medical education. METHODS We conducted a qualitative focus group study using a constructivist grounded theory approach. We recruited adults (age ≥ 18 yr) with chronic illness who had recently seen a physician in Canada from virtual support groups. Six semistructured virtual focus groups with 3-5 participants each were scheduled between June and September 2021. We coded the transcripts using the constant comparative method, allowing for the construction of an overarching theory. RESULTS Twenty patients (17 women and 3 men) participated in the focus groups; 1 group had 2 participants because 1 participant failed to appear. The majority of participants (14 [70%]) had at least a college degree. The mean rating for overall satisfaction with the Canadian health care system was 5.4/10.0 (median 5.0). The emergent theory showed that the perceived presence of physician empathy engendered positive internal processing by patients, leading to increased health care efficacy and enhanced mental health outcomes. Negative patient processing in response to the perceived absence of empathy led to reduced quality of health care delivery (e.g., ineffective referrals and more appointments), increased use of health care resources, disruptions in patients' personal lives, and negative physical and mental health outcomes. INTERPRETATION Clinical empathy can have life-altering impacts on patients, and its absence may increase resource use. As empathy involves understanding patients' lived experiences, any valid intervention to improve clinical empathy must be informed by patient perspectives.
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Affiliation(s)
- Shira Gertsman
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont.
| | - Ioana Cezara Ene
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Sasha Palmert
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Amy Liu
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Mallika Makkar
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Ian Shao
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Johanna Shapiro
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
| | - Connie Williams
- Michael G. DeGroote School of Medicine (Gertsman, Ene, Palmert, Liu, Makkar, Shao), McMaster University, Hamilton, Ont.; Department of Family Medicine (Shapiro), UC Irvine School of Medicine, University of California Irvine, Irvine, Calif.; Department of Pediatrics (Williams), Faculty of Health Sciences, McMaster University, Hamilton, Ont.; Dalla Lana School of Public Health (Williams), University of Toronto, Toronto, Ont
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