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Xiang L, Yoon S, Low AHL, Leung YY, Fong W, Lau TC, Koh DR, Thumboo J. Social cognitive theory to improve symptom appraisal and help-seeking among patients with autoimmune rheumatic diseases: A qualitative study. Int J Rheum Dis 2023; 26:2258-2266. [PMID: 37740602 DOI: 10.1111/1756-185x.14923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 08/11/2023] [Accepted: 09/07/2023] [Indexed: 09/24/2023]
Abstract
AIM Social cognitive theory (SCT) has been successfully employed to improve symptom appraisal and help-seeking among patients with various conditions but is yet to be applied in the context of autoimmune rheumatic diseases (ARDs). This study aimed to explore the applicability of SCT in and possible approaches to improving symptom appraisal and help-seeking of patients with ARDs, one of the key barriers to earlier diagnosis. METHODS Semi-structured interviews were conducted with 33 ARD patients with a prolonged pre-diagnosis interval (>3 months). We coded the transcripts deductively using SCT as the overarching framework and inductively for approaches identified from the interviews. RESULTS All six main concepts of SCT (behavioral capacity, expectations, self-efficacy, observational learning, reinforcements, and reciprocal determinism) were observed in the three stages of symptom appraisal and help-seeking (detection, interpretation, and response) of patients with ARDs. While many participants reported that they were able and confident to detect their symptoms, they lacked the behavioral capacity and self-efficacy to interpret symptoms correctly, which resulted in delayed help-seeking and diagnosis. Possible approaches to address this suggested by participants (such as education of the general population) could improve behavioral capacity and self-efficacy in symptom interpretation and enhance expectations, observational learning, reinforcements, and reciprocal determinism in symptom response. CONCLUSION Lack of behavioral capacity and self-efficacy was observed in symptom interpretation of patients with ARDs, which resulted in delayed help-seeking. Approaches could target the behavioral capacity and self-efficacy for symptom interpretation to facilitate early help-seeking and, in turn, earlier diagnosis among individuals with possible ARDs.
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Affiliation(s)
- Ling Xiang
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Sungwon Yoon
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
| | - Andrea H L Low
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Ying Ying Leung
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Warren Fong
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
| | - Tang Ching Lau
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, National University Hospital, Singapore, Singapore
| | - Dow Rhoon Koh
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Medicine, National University Hospital, Singapore, Singapore
| | - Julian Thumboo
- Department of Rheumatology and Immunology, Singapore General Hospital, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
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Abbasi-Perez A, Alvarez-Mon MA, Donat-Vargas C, Ortega MA, Monserrat J, Perez-Gomez A, Alvarez-Mon M. Using Twitter Data Analysis to Understand the Perceptions, Beliefs, and Attitudes about Pharmacotherapy Used in Rheumatology: An Observational Study. Healthcare (Basel) 2023; 11:1526. [PMID: 37297665 PMCID: PMC10252953 DOI: 10.3390/healthcare11111526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 05/18/2023] [Accepted: 05/20/2023] [Indexed: 06/12/2023] Open
Abstract
Twitter has become an important platform for disseminating information about rheumatology drugs by patients, health professionals, institutions, and other users. The aim of this study was to analyze tweets related to 16 drugs used in rheumatology, including their volume, content, and type of user (patients, patients' relatives, health professionals, health institutions, pharmaceutical industry, general press, scientific journals and patients' associations), and to detect inappropriate medical content. A total of 8829 original tweets were obtained, with a random sample of 25% of the total number of tweets for each drug (at least 100 tweets) analyzed. Methotrexate (MTX) accounted for a quarter of all tweets, and there were significant differences in the proportion of tweets issued according to the type of user. Patients and their relatives mainly tweeted about MTX, while professionals, institutions, and patient associations posted more about TNF inhibitors. In contrast, the pharmaceutical industry focused on IL-17 inhibitors. Medical content prevailed in all drugs except anti-CD20 and IL-1 inhibitors and the most discussed medical topic was efficacy, followed by posology and adverse effects. Inappropriate or fake content was found to be very low. In conclusion, the majority of the tweets were about MTX, which is a first-line treatment for several diseases. The distribution of medical content varied according to the type of user. In contrast to other studies, the amount of medically inappropriate content was very low.
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Affiliation(s)
- Adrian Abbasi-Perez
- Service of Internal Medicine, Rheumatology and Autoimmune Diseases, University Hospital “Príncipe de Asturias”, 28805 Alcala de Henares, Spain; (A.A.-P.); (A.P.-G.); (M.A.-M.)
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcala, 28805 Alcala de Henares, Spain; (M.A.O.); (J.M.)
| | - Miguel Angel Alvarez-Mon
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcala, 28805 Alcala de Henares, Spain; (M.A.O.); (J.M.)
- Institute Ramon y Cajal for Health Research (IRYCIS), 28034 Madrid, Spain
| | - Carolina Donat-Vargas
- Cardiovascular and Nutritional Epidemiology, Institute of Environmental Medicine, Karolinska Institute, 17177 Stockholm, Sweden;
- IMDEA-Food Institute, Campus of International Excellence, Universidad Autónoma de Madrid, Consejo Superior de Investigaciones Científicas, 28049 Madrid, Spain
| | - Miguel A. Ortega
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcala, 28805 Alcala de Henares, Spain; (M.A.O.); (J.M.)
- Institute Ramon y Cajal for Health Research (IRYCIS), 28034 Madrid, Spain
| | - Jorge Monserrat
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcala, 28805 Alcala de Henares, Spain; (M.A.O.); (J.M.)
- Institute Ramon y Cajal for Health Research (IRYCIS), 28034 Madrid, Spain
| | - Ana Perez-Gomez
- Service of Internal Medicine, Rheumatology and Autoimmune Diseases, University Hospital “Príncipe de Asturias”, 28805 Alcala de Henares, Spain; (A.A.-P.); (A.P.-G.); (M.A.-M.)
| | - Melchor Alvarez-Mon
- Service of Internal Medicine, Rheumatology and Autoimmune Diseases, University Hospital “Príncipe de Asturias”, 28805 Alcala de Henares, Spain; (A.A.-P.); (A.P.-G.); (M.A.-M.)
- Department of Medicine and Medical Specialities, Faculty of Medicine and Health Sciences, University of Alcala, 28805 Alcala de Henares, Spain; (M.A.O.); (J.M.)
- Institute Ramon y Cajal for Health Research (IRYCIS), 28034 Madrid, Spain
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Venuturupalli S, Kumar A, Bunyan A, Davuluri N, Fortune N, Reuter K. Using Patient-Reported Health Data From Social Media to Identify Diverse Lupus Patients and Assess Their Symptom and Medication Expressions: A Feasibility Study. Arthritis Care Res (Hoboken) 2023; 75:365-372. [PMID: 35157364 PMCID: PMC9375779 DOI: 10.1002/acr.24868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 01/10/2022] [Accepted: 02/10/2022] [Indexed: 11/08/2022]
Abstract
OBJECTIVE Patient communities use social media for peer support and information seeking. This study assessed the feasibility of using public patient-generated health data from the social network Twitter to identify diverse lupus patients and gather their perspectives about disease symptoms and medications. METHODS We extracted public lupus-related Twitter messages (n = 47,715 tweets) in English posted by users (n = 8,446) in the US between September 1, 2017 and October 31, 2018. We analyzed the data to describe lupus patients and the expressed themes (symptoms and medications). Two independent coders analyzed the data; Cohen's kappa coefficient was used to ensure interrater reliability. Differences in symptom and medication expressions were analyzed using 2-tailed Z tests and a combination of 1-way analysis of variance tests and unpaired t-tests. RESULTS We found that lupus patients on Twitter are diverse in gender and race: approximately one-third (34.64%, 62 of 179) were persons of color (POCs), and 85.47% were female. The expressed disease symptoms and medications varied significantly by gender and race. Most of our findings correlated with documented clinical observations, e.g., expressions of general pain (8.39%, 709 of 8,446), flares (6.05%, 511 of 8,446), and fatigue (4.18%, 353 of 8,446). However, our data also revealed less well-known patient observations, e.g., possible racial disparities within ocular manifestations of lupus. CONCLUSION Our results indicate that social media surveillance can provide valuable data of clinical relevance from the perspective of lupus patients. The medical community has the opportunity to harness this information to inform the patient-centered care within underrepresented patient groups, such as POCs.
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Affiliation(s)
- Swamy Venuturupalli
- MD, Cedars-Sinai Medical Center, Los Angeles, CA, United States; David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
| | - Amit Kumar
- BS, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Alden Bunyan
- BS, MHDS, Borra College of Health Sciences, Dominican University, IL, United States
| | - Nikhil Davuluri
- BS, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Natalie Fortune
- MS, RDN, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Katja Reuter
- PhD, Department of Public Health and Preventive Medicine, SUNY Upstate Medical University, Syracuse, NY, United States; Southern California Clinical and Translational Science Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
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Hans GH, Almeshal D, Vanlommel L, Roelant E, Verhaegen I, Smits E, Van Boxem K, Fontaine R, Investigators Team TPELICAN. Considerations on the Obstacles That Lead to Slow Recruitment in a Pain Management Clinical Trial: Experiences from the Belgian PELICAN (PrEgabalin Lidocaine Capsaicin Neuropathic Pain) Pragmatic Study. Pain Res Manag 2023; 2023:7708982. [PMID: 37089721 PMCID: PMC10121349 DOI: 10.1155/2023/7708982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 03/05/2023] [Accepted: 03/29/2023] [Indexed: 04/25/2023]
Abstract
Background A qualitative evaluation study of the prematurely terminated PrEgabalin Lidocaine Capsaicin Neuropathic Pain (PELICAN) study was performed. The PELICAN study aimed to examine pain management for localized neuropathic pain (LNP), as epidemiological figures have shown a high percentage of LNP patients in Belgium. The study compared systemic and topical medications according to pain relief, adverse effects, and several measures of quality of life. Objective Achieving better study patient recruitment through qualitative research. To investigate and determine the causes of the observed recruitment problems in the PELICAN study, pain centers involved in the study as well as nonrecruiting pain centers were included. Furthermore, it aimed to highlight the positive and negative lessons learned from the conducted study and the number of obstacles the team had to overcome. Methods A qualitative study, using a mixed methods approach, was performed. Multiple pain centers in Belgium completed an online survey, after which a structured interview was conducted to elaborate the responses in more detail. The broad topics of these meetings were feedback about the study, reviewing survey answers, and actions undertaken to enhance recruitment. Results Different factors contributed to the low recruitment rate in the PELICAN study, such as limited and late referral from the general practitioners to the Belgian pain centers, insufficient internal referrals from nonpain specialists, lack of specific expertise on LNP in some centers, scarcity of staff, limited reimbursement to administer complex analgesic schemes, overestimation of the patient population, and the reluctance of patients to participate in pain research. Additionally, shortcomings in the implemented study design and the need for more logistical investments were identified. Conclusion The findings of the qualitative study demonstrate the need for further, more varied LNP research in Belgium, not limited to pharmacological studies. It also sheds important light on the recruitment obstacles that may be faced during these studies. Future studies could support this research by offering better proposals for feasibility and recruitment, for instance, by designing and conducting a compelling pilot study or applying social media during the recruitment phase. Clinical Trials. This trial is registered with NCT03348735. EUDRACT number 2018-003617-17.
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Affiliation(s)
- Guy H. Hans
- Multidisciplinary Pain Center, Antwerp University Hospital (UZA), Edegem, Belgium
- ASTARC, University of Antwerp (UA), Antwerp, Belgium
| | - Dima Almeshal
- Clinical Trial Center (CTC), Antwerp University Hospital (UZA), Edegem, Belgium
| | - Lotte Vanlommel
- Clinical Trial Center (CTC), Antwerp University Hospital (UZA), Edegem, Belgium
| | - Ella Roelant
- Clinical Trial Center (CTC), Antwerp University Hospital (UZA), Edegem, Belgium
- StatUa, Center for Statistics, University of Antwerp (UA), Antwerp, Belgium
| | - Iris Verhaegen
- Clinical Trial Center (CTC), Antwerp University Hospital (UZA), Edegem, Belgium
| | - Elke Smits
- Clinical Trial Center (CTC), Antwerp University Hospital (UZA), Edegem, Belgium
| | - Koen Van Boxem
- Department of Anesthesiology, Intensive Care Medicine, Emergency Medicine and Pain Therapy, Hospital Oost-Limburg, Genk, Belgium
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Erdogan M, Aydin O, Seyahi E. Patients with rheumatic diseases are ready to use social media in clinical practice; what about rheumatologists? A cross-sectional survey. Rheumatol Int 2021; 42:717-723. [PMID: 34767066 PMCID: PMC8588935 DOI: 10.1007/s00296-021-05047-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 10/31/2021] [Indexed: 11/08/2022]
Abstract
Social media can be an innovative communication method between patients and physicians that help to overcome time limitation in outpatient clinics. In this study, we investigated how patients with rheumatic diseases (RD) and physicians use and are willing to use social media platforms to communicate with each other. We used a face-to-face survey that provides information on current social media habits and communication methods of rheumatology patients and physicians. We studied 399 (135 M/262 F) patients with RD with a median age of 45 (IQR: 34) years. We also studied 55 (30 M/25F) rheumatologists with a median age of 37 (IQR:34–44) years. Among patients with RD, 288 (72%) used at least one social media site within the previous month. Facebook was the most preferred social media platform, whereas Twitter and Instagram were favored by males and higher educated patients. While 17% of the patients with RD could communicate with their physicians outside of the hospital, 94% expressed that they would like to. Most patients (74%) defined social media as a reliable source for health-related information, yet 90% declared that they would like to obtain information about their disease using face-to-face communication. Forty-two (83%) rheumatologists were using social media and reported that they already communicate or would like to communicate with their patients outside of the hospital. Internet-based mobile applications and social media platforms are promising communication and educational tools for rheumatology patients.
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Affiliation(s)
- M Erdogan
- Department of Rheumatology, Basaksehir Cam and Sakura City Hospital, Istanbul, Turkey.
| | - O Aydin
- Department of Internal Medicine, Cerrahpasa Medical School, Istanbul University - Cerrahpasa, Istanbul, Turkey
| | - E Seyahi
- Division of Rheumatology, Department of Internal Medicine, Cerrahpasa Medical School, Istanbul University - Cerrahpasa, Istanbul, Turkey
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Eysenbach G, Venuturupalli S, Reuter K. Expressed Symptoms and Attitudes Toward Using Twitter for Health Care Engagement Among Patients With Lupus on Social Media: Protocol for a Mixed Methods Study. JMIR Res Protoc 2021; 10:e15716. [PMID: 33955845 PMCID: PMC8138711 DOI: 10.2196/15716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2019] [Revised: 11/28/2019] [Accepted: 02/04/2020] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Lupus is a complex autoimmune disease that is difficult to diagnose and treat. It is estimated that at least 5 million Americans have lupus, with more than 16,000 new cases of lupus being reported annually in the United States. Social media provides a platform for patients to find rheumatologists and peers and build awareness of the condition. Researchers have suggested that the social network Twitter may serve as a rich avenue for exploring how patients communicate about their health issues. However, there is a lack of research about the characteristics of lupus patients on Twitter and their attitudes toward using Twitter for engaging them with their health care. OBJECTIVE This study has two objectives: (1) to conduct a content analysis of Twitter data published by users (in English) in the United States between September 1, 2017 and October 31, 2018 to identify patients who publicly discuss their lupus condition and to assess their expressed health themes and (2) to conduct a cross-sectional survey among these lupus patients on Twitter to study their attitudes toward using Twitter for engaging them with their health care. METHODS This is a mixed methods study that analyzes retrospective Twitter data and conducts a cross-sectional survey among lupus patients on Twitter. We used Symplur Signals, a health care social media analytics platform, to access the Twitter data and analyze user-generated posts that include keywords related to lupus. We will use descriptive statistics to analyze the data and identify the most prevalent topics in the Twitter content among lupus patients. We will further conduct self-report surveys via Twitter by inviting all identified lupus patients who discuss their lupus condition on Twitter. The goal of the survey is to collect data about the characteristics of lupus patients (eg, gender, race/ethnicity, educational level) and their attitudes toward using Twitter for engaging them with their health care. RESULTS This study has been funded by the National Center for Advancing Translational Science through a Clinical and Translational Science Award. The institutional review board at the University of Southern California (HS-19-00048) approved the study. Data extraction and cleaning are complete. We obtained 47,715 Twitter posts containing terms related to "lupus" from users in the United States published in English between September 1, 2017 and October 31, 2018. We included 40,885 posts in the analysis. Data analysis was completed in Fall 2020. CONCLUSIONS The data obtained in this pilot study will shed light on whether Twitter provides a promising data source for garnering health-related attitudes among lupus patients. The data will also help to determine whether Twitter might serve as a potential outreach platform for raising awareness of lupus among patients and implementing related health education interventions. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/15716.
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Affiliation(s)
| | - Swamy Venuturupalli
- Division of Rheumatology, Cedars Sinai Medical Center, Los Angeles, CA, United States
| | - Katja Reuter
- Department of Public Health and Preventive Medicine, SUNY Upstate Medical University, Syracuse, NY, United States.,Southern California Clinical and Translational Science Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, United States
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Reuter K, Deodhar A, Makri S, Zimmer M, Berenbaum F, Nikiphorou E. COVID-19 pandemic impact on people with rheumatic and musculoskeletal diseases: Insights from patient-generated health data on social media. Rheumatology (Oxford) 2021; 60:SI77-SI84. [PMID: 33629107 PMCID: PMC7928589 DOI: 10.1093/rheumatology/keab174] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 02/17/2021] [Indexed: 12/13/2022] Open
Abstract
Objectives During the COVID-19 pandemic, much communication occurred online, through social media. This study aimed to provide patient perspective data on how the COVID-19 pandemic impacted people with rheumatic and musculoskeletal diseases (RMDs), using Twitter-based patient-generated health data (PGHD). Methods A convenience sample of Twitter messages in English posted by people with RMDs was extracted between March 1, and July 12, 2020 and examined using thematic analysis. Included were Twitter messages that mentioned keywords and hashtags related to both COVID-19 (or SARS-CoV-2) and select RMDs. The RMDs monitored included inflammatory-driven (joint) conditions (Ankylosing Spondylitis, Rheumatoid Arthritis, Psoriatic Arthritis, Lupus/Systemic Lupus Erythematosus, and Gout). Results The analysis included 569 tweets by 375 Twitter users with RMDs across several countries. Eight themes emerged regarding the impact of the COVID-19 pandemic on people with RMDs: (1) lack of understanding of SARS-CoV-2/COVID-19; (2) critical changes in health behaviour; (3) challenges in healthcare practice and communication with healthcare professionals; (4) difficulties with access to medical care; (5) negative impact on physical and mental health, coping strategies; (6) issues around work participation, (7) negative effects of the media; (8) awareness-raising. Conclusion The findings show that Twitter serves as a real-time data source to understand the impact of the COVID-19 pandemic on people with RMDs. The platform provided “early signals” of potentially critical health behaviour changes. Future epidemics might benefit from the real-time use of Twitter-based PGHD to identify emerging health needs, facilitate communication, and inform clinical practice decisions.
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Affiliation(s)
- Katja Reuter
- European League Against Rheumatism (EULAR), Zurich, Switzerland
| | - Atul Deodhar
- Division of Arthritis and Rheumatic Diseases, Oregon Health & Science University, Portland, Oregon, United States
| | - Souzi Makri
- European League Against Rheumatism (EULAR), People with Arthritis and Rheumatism (PARE), Zurich, Switzerland; Cyprus League Against Rheumatism, Nicosia, Cyprus; EUPATI fellow
| | - Michael Zimmer
- Department of Computer Science, Marquette University, Milwaukee, WI, United States
| | - Francis Berenbaum
- Department of Rheumatology, Sorbonne Université, INSERM CRSA, AP-HP Hospital Saint Antoine, Paris, France
| | - Elena Nikiphorou
- Centre for Rheumatic Diseases, King's College London, London, United Kingdom
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Theodoridis X, Pittas S, Bogdanos DP, Grammatikopoulou MG. Social Media as Tools to Study Dietary Habits of Patients with Rheumatic Diseases: Learning from Relevant Work on Inflammatory Bowel Diseases. Mediterr J Rheumatol 2020; 31:382-383. [PMID: 33521568 PMCID: PMC7841103 DOI: 10.31138/mjr.31.4.382] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2020] [Revised: 03/15/2020] [Accepted: 03/21/2020] [Indexed: 11/12/2022] Open
Affiliation(s)
- Xenophon Theodoridis
- Department of Rheumatology and Clinical Immunology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larissa, Greece
- Department of Medicine, School of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Stefanos Pittas
- Department of Medicine, School of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Dimitrios P. Bogdanos
- Department of Rheumatology and Clinical Immunology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larissa, Greece
- Division of Transplantation Immunology and Mucosal Biology, MRC Centre for Transplantation, King’s College London Medical School, SE5 9RS, London, United Kingdom
| | - Maria G. Grammatikopoulou
- Department of Rheumatology and Clinical Immunology, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larissa, Greece
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Pirri S, Lorenzoni V, Andreozzi G, Mosca M, Turchetti G. Topic Modeling and User Network Analysis on Twitter during World Lupus Awareness Day. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E5440. [PMID: 32731600 PMCID: PMC7432829 DOI: 10.3390/ijerph17155440] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Revised: 07/24/2020] [Accepted: 07/24/2020] [Indexed: 06/11/2023]
Abstract
Twitter is increasingly used by individuals and organizations to broadcast their feelings and practices, providing access to samples of spontaneously expressed opinions on all sorts of themes. Social media offers an additional source of data to unlock information supporting new insights disclosures, particularly for public health purposes. Systemic lupus erythematosus (SLE) is a complex, systemic autoimmune disease that remains a major challenge in therapeutic diagnostic and treatment management. When supporting patients with such a complex disease, sharing information through social media can play an important role in creating better healthcare services. This study explores the nature of topics posted by users and organizations on Twitter during world Lupus day to extract latent topics that occur in tweet texts and to identify what information is most commonly discussed among users. We identified online influencers and opinion leaders who discussed different topics. During this analysis, we found two different types of influencers that employed different narratives about the communities they belong to. Therefore, this study identifies hidden information for healthcare decision-makers and provides a detailed model of the implications for healthcare organizations to detect, understand, and define hidden content behind large collections of text.
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Affiliation(s)
- Salvatore Pirri
- Institute of Management, Scuola Superiore Sant’Anna, 56127 Pisa, Italy; (V.L.); (G.A.); (G.T.)
| | - Valentina Lorenzoni
- Institute of Management, Scuola Superiore Sant’Anna, 56127 Pisa, Italy; (V.L.); (G.A.); (G.T.)
| | - Gianni Andreozzi
- Institute of Management, Scuola Superiore Sant’Anna, 56127 Pisa, Italy; (V.L.); (G.A.); (G.T.)
| | - Marta Mosca
- Rheumatology Unit, Department of Clinical and Experimental Medicine, Università di Pisa, 56126 Pisa, Italy;
| | - Giuseppe Turchetti
- Institute of Management, Scuola Superiore Sant’Anna, 56127 Pisa, Italy; (V.L.); (G.A.); (G.T.)
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Social media for research, education and practice in rheumatology. Rheumatol Int 2019; 40:183-190. [PMID: 31863133 DOI: 10.1007/s00296-019-04493-4] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 12/09/2019] [Indexed: 12/15/2022]
Abstract
Online social networking offers numerous opportunities for continuing medical education, professional development, and scholarly collaboration. Available social media channels proved useful for expanding education and research perspectives, particularly in rapidly developing academic disciplines such as rheumatology. Although there are numerous advantages of social media, busy clinicians should be aware of some drawbacks related to misinformation, unethical promotion, and unprofessional behavior in globally expanding platforms. Filtering credible and expert-proven information by skilled users is, therefore, increasingly important. Enforcing ethical norms and advancing professional etiquette in the field is strongly advisable. This article overviews the advantages and shortcomings of social media and reflects on available platforms for education and research in rheumatology.
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