Analysis of user trends in digital health communities using big data mining.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2024
Historique:
received: 15 08 2023
accepted: 09 07 2024
medline: 27 8 2024
pubmed: 26 8 2024
entrez: 26 8 2024
Statut: epublish

Résumé

Camoni, the largest digital health community in Israel, involves thousands of patients in the decision-making process concerning their illness and treatment. This approach reflects the recent global shift towards digital tools that combine professional information with social networking capabilities to enable problem-solving, emotional support, and knowledge sharing. Digital health communities serve as an invaluable resource for individuals seeking to learn more about their health, connect with others with shared experiences, and receive encouragement. Our research investigates user trends in digital health communities using the Camoni platform as a case study. To this end, we compile a comprehensive database of 12 years of site activity and conduct a large-scale analysis to identify and assess significant trends in user behavior. We observe several significant trends concerning different genders engagement and note a narrowing of gaps between men and women users' participation and publication volume. Furthermore, we find that younger users have become increasingly active on the platform over time. We also uncover unique gender-specific behavior patterns that we attempt to characterize and explain. Our findings suggest that the rise of digital health communities has accelerated in recent years, reflecting the public's growing preference to take a more active role in their medical care.

Identifiants

pubmed: 39186752
doi: 10.1371/journal.pone.0290803
pii: PONE-D-23-25132
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0290803

Informations de copyright

Copyright: © 2024 Keinan et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Références

J Med Internet Res. 2005 Mar 31;7(1):e10
pubmed: 15829472
J Evid Based Med. 2020 Feb;13(1):57-69
pubmed: 32086994
Int J Environ Res Public Health. 2021 Dec 08;18(24):
pubmed: 34948544
J Med Internet Res. 2020 Oct 12;22(10):e22635
pubmed: 32936777
Healthc Inform Res. 2017 Oct;23(4):349-354
pubmed: 29181247
J Gen Intern Med. 2011 Mar;26(3):287-92
pubmed: 20945113
Natl Sci Rev. 2014 Jun;1(2):293-314
pubmed: 25419469
BMC Public Health. 2020 Jan 2;20(1):1
pubmed: 31898494
Chin Med J (Engl). 2016 Mar 20;129(6):731-8
pubmed: 26960378
Mil Med Res. 2021 Jan 6;8(1):1
pubmed: 33402220
Cyberpsychol Behav Soc Netw. 2020 Apr;23(4):199-209
pubmed: 32096662
Discourse Process. 2014;51(5-6):359-373
pubmed: 26330702
Int J Med Inform. 2018 Mar;111:172-181
pubmed: 29425630
J Am Med Inform Assoc. 2014 Mar-Apr;21(2):212-20
pubmed: 24201028
World Psychiatry. 2019 Jun;18(2):119-129
pubmed: 31059635
Comput Nurs. 1999 Mar-Apr;17(2):65-72
pubmed: 10194883
JMIR Public Health Surveill. 2020 Apr 9;6(2):e18444
pubmed: 32250960
J Med Internet Res. 2015 Apr 20;17(4):e98
pubmed: 25895907
Front Public Health. 2021 Aug 12;9:693153
pubmed: 34458223

Auteurs

Ron Keinan (R)

Department of Computer Science, Lev Academic Center, Jerusalem College of Technology, Jerusalem, Israel.

Efraim Margalit (E)

Department of Computer Science, Lev Academic Center, Jerusalem College of Technology, Jerusalem, Israel.

Dan Bouhnik (D)

Department of Computer Science, Lev Academic Center, Jerusalem College of Technology, Jerusalem, Israel.

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Classifications MeSH