Using Natural Language Processing and Social Media Data to Understand the Lived Experience of People with Fibromyalgia DOI Open Access

Lucy Bell,

Beth Fordham,

Sehreen Mumtaz

и другие.

Healthcare, Год журнала: 2024, Номер 12(24), С. 2511 - 2511

Опубликована: Дек. 11, 2024

Fibromyalgia has many unmet needs relating to treatment, and the delivery of effective evidence-based healthcare is lacking. We analyzed social media conversations understand patients' perspectives on lived experience fibromyalgia, factors reported trigger flares pain, treatments being discussed, identifying barriers opportunities improve delivery. A non-interventional retrospective analysis accessed detail-rich about fibromyalgia experiences with 714,000 documents, including a language tag, which were curated between May 2019 April 2021. Data via qualitative quantitative analyses. found most Twitter Reddit, conversation trends remained stable over time. There numerous environmental modifiable triggers, ranging from frequent stress anxiety various foods. Arthritis irritable bowel syndrome (IBS) frequently associated comorbidities. Patients wide range symptoms, pain cardinal feature. The massage, meditation acupuncture domains treatment modalities. Opportunities delivered by medical providers identified current frustration lack acknowledgement their disease, minimization symptoms inadequately meeting care needs. developed comprehensive, large-scale study emphasizes advanced natural processing algorithm application in real-world research design. Through extensive encapsulation patient perspectives, we outlined habitual triggers modalities provide durable foundation for addressing gaps provision.

Язык: Английский

Social media as a source of information for patients with knee osteoarthritis DOI Creative Commons

Anas Dekhissi,

Fatima Zahrae Taik,

F. Z. Aharrane

и другие.

BMC Musculoskeletal Disorders, Год журнала: 2025, Номер 26(1)

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0

Online community discourse on spinal cord injury research DOI

Salwa BA Malhas,

Tanya Barretto, Judy Illes

и другие.

Journal of Communications In Healthcare, Год журнала: 2025, Номер unknown, С. 1 - 8

Опубликована: Апрель 19, 2025

Public perceptions of spinal cord injury (SCI) research can influence trust in scientific advancements and therapeutic interventions. Social media is a useful tool to provide insight into these related values. This study examines comments posts pertaining SCI reports on widely used social platform. We search term 'spinal injury' collect associated top-level spanning 2016-2023 from Reddit. Posts were included if they contained one the following interventions: biologic synthetic materials; devices technologies; physical behavioral interventions; pharmacological treatments. Each unique comment per Reddit post was coded for user self-identification, format, intervention, topic, tone. retrieved analyzed 994 24 posts. Key topics interest were: progress (52%, 514/994), details (30%, 301/994), ethical implications (24%, 237/994) across Comments generally neutral Fifty-four made by users who self-identified as persons with lived experience cord-related condition. Ethics-related (237/994) focused themes access (35%, 84/237) beneficence 58/237). The community actively using platform seek information about its dimensions. Across users, significant proportion are progress, ethics information. largest ethics-focused self-identifiers agency, then equally access, values, resilience; ethics-related non-self-identifiers focus beneficence.

Язык: Английский

Процитировано

0

Exploring Pain in Social Media: A Study on Perceptions and Discussions of Chronic Pain Conditions (Preprint) DOI Creative Commons

Maria Teresa Valades,

César I. Fernández-Lázaro, Francisco J. Lara-Abelenda

и другие.

Опубликована: Окт. 13, 2024

BACKGROUND Chronic pain, an unpleasant sensory and emotional experience lasting over six months, affects a large proportion of the global population significantly impacts health quality life. Certain diseases cause chronic resulting in social medical misunderstanding that intensity patient’s suffering. In recent years, media platform Twitter, now called “X,” has become valuable resource for research discussion on providing accessible environment communication information exchange. OBJECTIVE To analyze content Twitter related to fibromyalgia, headache, paraplegia, neuropathy, multiple sclerosis, as well characterize profile users involved these conversations, identify prevalent topics, measure public perception, evaluate treatment efficacy, detect discussions most frequent non-medical issues. METHODS 72,874 tweets English Spanish containing pre-specified keywords were collected between 2018 2022. A manual review was conducted 2,500 tweets, larger subset classified by machine learning methods. Subsequently, pain conditions analyzed examine their content, types X users, origin disease, efficacy treatments. RESULTS Of total collected, 55,451 (76,1%) classifiable. The active healthcare professionals institutions. primary perceived etiology pharmacological, higher noted sclerosis. Regarding there more definition understanding disease. CONCLUSIONS Social platforms, such X, are playing crucial role dissemination pain. Discussions largely focus available treatments need enhance education, utilizing platforms correct misconceptions provide better support patients.

Язык: Английский

Процитировано

0

Using Natural Language Processing and Social Media Data to Understand the Lived Experience of People with Fibromyalgia DOI Open Access

Lucy Bell,

Beth Fordham,

Sehreen Mumtaz

и другие.

Healthcare, Год журнала: 2024, Номер 12(24), С. 2511 - 2511

Опубликована: Дек. 11, 2024

Fibromyalgia has many unmet needs relating to treatment, and the delivery of effective evidence-based healthcare is lacking. We analyzed social media conversations understand patients' perspectives on lived experience fibromyalgia, factors reported trigger flares pain, treatments being discussed, identifying barriers opportunities improve delivery. A non-interventional retrospective analysis accessed detail-rich about fibromyalgia experiences with 714,000 documents, including a language tag, which were curated between May 2019 April 2021. Data via qualitative quantitative analyses. found most Twitter Reddit, conversation trends remained stable over time. There numerous environmental modifiable triggers, ranging from frequent stress anxiety various foods. Arthritis irritable bowel syndrome (IBS) frequently associated comorbidities. Patients wide range symptoms, pain cardinal feature. The massage, meditation acupuncture domains treatment modalities. Opportunities delivered by medical providers identified current frustration lack acknowledgement their disease, minimization symptoms inadequately meeting care needs. developed comprehensive, large-scale study emphasizes advanced natural processing algorithm application in real-world research design. Through extensive encapsulation patient perspectives, we outlined habitual triggers modalities provide durable foundation for addressing gaps provision.

Язык: Английский

Процитировано

0