Literature DB >> 33767336

Social media language of healthcare super-utilizers.

Sharath Chandra Guntuku1,2,3, Elissa V Klinger4,5, Haley J McCalpin4,5, Lyle H Ungar4,6,7, David A Asch8,5,7,9, Raina M Merchant4,8,5.   

Abstract

An understanding of healthcare super-utilizers' online behaviors could better identify experiences to inform interventions. In this retrospective case-control study, we analyzed patients' social media posts to better understand their day-to-day behaviors and emotions expressed online. Patients included those receiving care in an urban academic emergency department who consented to share access to their historical Facebook posts and electronic health records. Super-utilizers were defined as patients with more than six visits to the Emergency Department (ED) in a year. We compared posts by super-utilizers with a matched group using propensity scoring based on age, gender and Charlson comorbidity index. Super-utilizers were more likely to post about confusion and negativity (D = .65, 95% CI-[.38, .95]), self-reflection (D = .63 [.35, .91]), avoidance (D = .62 [.34, .90]), swearing (D = .52 [.24, .79]), sleep (D = .60 [.32, .88]), seeking help and attention (D = .61 [.33, .89]), psychosomatic symptoms, (D = .49 [.22, .77]), self-agency (D = .56 [.29, .85]), anger (D = .51, [.24, .79]), stress (D = .46, [.19, .73]), and lonely expressions (D = .44, [.17, .71]). Insights from this study can potentially supplement offline community care services with online social support interventions considering the high engagement of super-utilizers on social media.

Entities:  

Year:  2021        PMID: 33767336      PMCID: PMC7994843          DOI: 10.1038/s41746-021-00419-2

Source DB:  PubMed          Journal:  NPJ Digit Med        ISSN: 2398-6352


  24 in total

1.  Interventions to Decrease Use in Prehospital and Emergency Care Settings Among Super-Utilizers in the United States: A Systematic Review.

Authors:  Samantha Iovan; Paula M Lantz; Katie Allan; Mahshid Abir
Journal:  Med Care Res Rev       Date:  2019-04-26       Impact factor: 3.929

2.  For Super-Utilizers, Integrated Care Offers A New Path.

Authors:  Bara Vaida
Journal:  Health Aff (Millwood)       Date:  2017-03-01       Impact factor: 6.301

3.  Laughing and crying: mixed emotions, compassion, and the effectiveness of a YouTube PSA about skin cancer.

Authors:  Jessica Gall Myrick; Mary Beth Oliver
Journal:  Health Commun       Date:  2014-05-30

4.  Community navigators reduce hospital utilization in super-utilizers.

Authors:  Michael P Thompson; Pradeep S B Podila; Chip Clay; Joy Sharp; Sandra Bailey-DeLeeuw; Armika J Berkley; Bobby G Baker; Teresa M Waters
Journal:  Am J Manag Care       Date:  2018-02       Impact factor: 2.229

5.  CARES: A Community-wide Collaboration Identifies Super-utilizers and Reduces Their 9-1-1 Call, Emergency Department, and Hospital Visit Rates.

Authors:  E Stein Bronsky; Constance McGraw; Robin Johnson; Kristin Giordano; Alessandro Orlando; David Bar-Or
Journal:  Prehosp Emerg Care       Date:  2017-06-28       Impact factor: 3.077

6.  Ethical issues in using social media for health and health care research.

Authors:  Rebecca McKee
Journal:  Health Policy       Date:  2013-03-09       Impact factor: 2.980

7.  Differential resource utilization benefits with Internet-based care coordination in elderly veterans with chronic diseases associated with high resource utilization.

Authors:  Stuti Dang; Fangchao Ma; Nicole Nedd; Enrique J Aguilar; Bernard A Roos
Journal:  Telemed J E Health       Date:  2006-02       Impact factor: 3.536

8.  Use of Peer Staff in a Critical Time Intervention for Frequent Users of a Psychiatric Emergency Room.

Authors:  Ilana R Nossel; Rufina J Lee; Abby Isaacs; Daniel B Herman; Sue M Marcus; Susan M Essock
Journal:  Psychiatr Serv       Date:  2016-01-14       Impact factor: 3.084

9.  Characterization of high healthcare utilizer groups using administrative data from an electronic medical record database.

Authors:  Sheryl Hui-Xian Ng; Nabilah Rahman; Ian Yi Han Ang; Srinath Sridharan; Sravan Ramachandran; Debby D Wang; Chuen Seng Tan; Sue-Anne Toh; Xin Quan Tan
Journal:  BMC Health Serv Res       Date:  2019-07-05       Impact factor: 2.655

10.  Variability in Language used on Social Media prior to Hospital Visits.

Authors:  Sharath Chandra Guntuku; H Andrew Schwartz; Adarsh Kashyap; Jessica S Gaulton; Daniel C Stokes; David A Asch; Lyle H Ungar; Raina M Merchant
Journal:  Sci Rep       Date:  2020-03-12       Impact factor: 4.379

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