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Brassel S, Brunner M, Campbell A, Power E, Togher L. Exploring Discussions About Virtual Reality on Twitter to Inform Brain Injury Rehabilitation: Content and Network Analysis. J Med Internet Res 2024; 26:e45168. [PMID: 38241072 PMCID: PMC10837760 DOI: 10.2196/45168] [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: 12/19/2022] [Revised: 07/06/2023] [Accepted: 10/29/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND Virtual reality (VR) use in brain injury rehabilitation is emerging. Recommendations for VR development in this field encourage end user engagement to determine the benefits and challenges of VR use; however, existing literature on this topic is limited. Data from social networking sites such as Twitter may further inform development and clinical practice related to the use of VR in brain injury rehabilitation. OBJECTIVE This study collected and analyzed VR-related tweets to (1) explore the VR tweeting community to determine topics of conversation and network connections, (2) understand user opinions and experiences of VR, and (3) identify tweets related to VR use in health care and brain injury rehabilitation. METHODS Publicly available tweets containing the hashtags #virtualreality and #VR were collected up to twice weekly during a 6-week period from July 2020 to August 2020 using NCapture (QSR International). The included tweets were analyzed using mixed methods. All tweets were coded using inductive content analysis. Relevant tweets (ie, coded as "VR in health care" or "talking about VR") were further analyzed using Dann's content coding. The biographies of users who sent relevant tweets were examined descriptively. Tweet data networks were visualized using Gephi computational analysis. RESULTS A total of 260,715 tweets were collected, and 70,051 (26.87%) were analyzed following eligibility screening. The sample comprised 33.68% (23,596/70,051) original tweets and 66.32% (46,455/70,051) retweets. Content analysis generated 10 main categories of original tweets related to VR (ie, advertising and promotion, VR content, talking about VR, VR news, general technology, VR industry, VR live streams, VR in health care, VR events, and VR community). Approximately 4.48% (1056/23,596) of original tweets were related to VR use in health care, whereas 0.19% (45/23,596) referred to VR in brain injury rehabilitation. In total, 14.86% (3506/23,596) of original tweets featured commentary on user opinions and experiences of VR applications, equipment, and software. The VR tweeting community comprised a large network of 26,001 unique Twitter users. Users that posted tweets related to "VR in health care" (2124/26,001, 8.17%) did not form an interconnected VR network, whereas many users "talking about VR" (3752/26,001, 14.43%) were connected within a central network. CONCLUSIONS This study provides valuable data on community-based experiences and opinions related to VR. Tweets showcased various VR applications, including in health care, and identified important user-based considerations that can be used to inform VR use in brain injury rehabilitation (eg, technical design, accessibility, and VR sickness). Limited discussions and small user networks related to VR in brain injury rehabilitation reflect the paucity of literature on this topic and the potential underuse of this technology. These findings emphasize that further research is required to understand the specific needs and perspectives of people with brain injuries and clinicians regarding VR use in rehabilitation.
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Affiliation(s)
- Sophie Brassel
- Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Melissa Brunner
- Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Andrew Campbell
- School of Medical Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
| | - Emma Power
- Graduate School of Health, University of Technology Sydney, Sydney, Australia
| | - Leanne Togher
- Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, Sydney, Australia
- Western Sydney Local Health District, Sydney, Australia
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Carminati JYJ, Ponsford JL, Gould KR. Co-developing 'The CyberABIlity Scale' to assess vulnerability to cyberscams for people with acquired brain injury: Delphi and cognitive interviews with clinicians and people with acquired brain injury. BRAIN IMPAIR 2024; 25:IB23065. [PMID: 38566289 DOI: 10.1071/ib23065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 12/15/2023] [Indexed: 04/04/2024]
Abstract
Background Although individuals with acquired brain injury (ABI) may be vulnerable to cyberscams, the lack of existing measures documenting cybersafety behaviours in people with ABI limits our understanding of ABI-specific risk factors, the frequency of this problem, and the ability to evaluate evidence-based interventions. The CyberABIlity Scale was developed to assess vulnerability in people with ABI via self-rated statements and practical scam-identification tasks. This study aimed to develop and refine The CyberABIlity Scale through feedback from clinicians and people with ABI. Methods Scale feedback was collected via three rounds of clinician surveys (n = 14) using Delphi methods and two rounds of cognitive interviews with participants with ABI (n = 8). Following each round, feedback was quantitatively and qualitatively summarised, and revisions were made accordingly. Results Key revisions included removing 12 items deemed irrelevant. Instructions and rating scales were revised to improve clarity. Cognitive interviews identified 15 comprehension errors, with further revisions made to support response clarity for participants with ABI. Clinicians and participants with ABI endorsed the content and face validities of The CyberABIlity Scale . Conclusions Following further validation, The CyberABIlity Scale has the potential to be an effective screening measure for online vulnerability for people with ABI within clinical and research settings.
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Affiliation(s)
- Jao-Yue J Carminati
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Vic. 3800, Australia; and Monash-Epworth Rehabilitation Research Centre, Epworth Healthcare, Richmond, Vic. 3121, Australia
| | - Jennie L Ponsford
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Vic. 3800, Australia; and Monash-Epworth Rehabilitation Research Centre, Epworth Healthcare, Richmond, Vic. 3121, Australia
| | - Kate Rachel Gould
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Vic. 3800, Australia; and Monash-Epworth Rehabilitation Research Centre, Epworth Healthcare, Richmond, Vic. 3121, Australia
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Clough S, Morrow E, Mutlu B, Turkstra L, Duff MC. Emotion recognition of faces and emoji in individuals with moderate-severe traumatic brain injury. Brain Inj 2023; 37:596-610. [PMID: 36847497 PMCID: PMC10175112 DOI: 10.1080/02699052.2023.2181401] [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: 05/26/2022] [Revised: 01/11/2023] [Accepted: 02/13/2023] [Indexed: 03/01/2023]
Abstract
BACKGROUND Facial emotion recognition deficits are common after moderate-severe traumatic brain injury (TBI) and linked to poor social outcomes. We examine whether emotion recognition deficits extend to facial expressions depicted by emoji. METHODS Fifty-one individuals with moderate-severe TBI (25 female) and fifty-one neurotypical peers (26 female) viewed photos of human faces and emoji. Participants selected the best-fitting label from a set of basic emotions (anger, disgust, fear, sadness, neutral, surprise, happy) or social emotions (embarrassed, remorseful, anxious, neutral, flirting, confident, proud). RESULTS We analyzed the likelihood of correctly labeling an emotion by group (neurotypical, TBI), stimulus condition (basic faces, basic emoji, social emoji), sex (female, male), and their interactions. Participants with TBI did not significantly differ from neurotypical peers in overall emotion labeling accuracy. Both groups had poorer labeling accuracy for emoji compared to faces. Participants with TBI (but not neurotypical peers) had poorer accuracy for labeling social emotions depicted by emoji compared to basic emotions depicted by emoji. There were no effects of participant sex. DISCUSSION Because emotion representation is more ambiguous in emoji than human faces, studying emoji use and perception in TBI is an important consideration for understanding functional communication and social participation after brain injury.
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Affiliation(s)
- Sharice Clough
- Department of Hearing and Speech Sciences, Vanderbilt
University Medical Center
| | - Emily Morrow
- Department of Hearing and Speech Sciences, Vanderbilt
University Medical Center
| | - Bilge Mutlu
- Department of Computer Sciences, University of
Wisconsin-Madison
| | - Lyn Turkstra
- School of Rehabilitation Science, McMaster University
| | - Melissa C. Duff
- Department of Hearing and Speech Sciences, Vanderbilt
University Medical Center
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Brunner M, Rietdijk R, Avramovic P, Power E, Miao M, Rushworth N, MacLean L, Brookes AM, Togher L. Developing Social-ABI-lity: An Online Course to Support Safe Use of Social Media for Connection After Acquired Brain Injury. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2023; 32:924-940. [PMID: 36492293 DOI: 10.1044/2022_ajslp-22-00099] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
PURPOSE People who have an acquired brain injury (ABI) experience challenges using social media. Inversely, rehabilitation clinicians report feeling inadequately prepared to support them in its use. We aimed to develop a collaboratively designed, evidence-based online training resource to support people with an ABI to learn about using social media. Key recommendations for course design have previously been identified through a mixed methods approach, including (a) qualitative exploration of the experiences of people who use social media after ABI, (b) a scoping review to identify key features and effective teaching approaches from existing social media skills training programs. METHOD Further design recommendations were obtained in this mixed methods study through (c) collaborative design of course content and features with 23 people, including people with living experience of ABI and other key stakeholders, and (d) a pilot trial of the course prototype with four participants who had an ABI (two men, two women; aged 28-69 years). RESULTS Training needs to be interactive, including practical components addressing online safety and wellbeing, and to explain how to use social media platforms to connect with others. The first social-ABI-lity prototype incorporated these findings. Pilot data indicated that the prototype was beneficial, with participants demonstrating small increases in social media confidence and knowledge. Areas for further refinement were also identified. CONCLUSION The social-ABI-lity self-directed online course is the first of its kind to support people with an ABI in using social media and will be a valuable resource for rehabilitation clinicians internationally. This resource may drive sustainable changes in participation by helping people with ABI to build their social media mastery and to participate in supportive online networks.
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Affiliation(s)
- Melissa Brunner
- Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
| | - Rachael Rietdijk
- Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
| | - Petra Avramovic
- Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
| | - Emma Power
- Graduate School of Health, The University of Technology Sydney, New South Wales, Australia
| | - Melissa Miao
- Graduate School of Health, The University of Technology Sydney, New South Wales, Australia
| | | | - Liza MacLean
- Insurance and Care NSW (icare), Sydney, Australia
| | | | - Leanne Togher
- Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
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Zhao F, Lim H, Morrow EL, Turkstra LS, Duff MC, Mutlu B. Designing evidence-based support aids for social media access for individuals with moderate-severe traumatic brain injury: A preliminary acceptability study. Front Digit Health 2022; 4:991814. [PMID: 36606124 PMCID: PMC9808081 DOI: 10.3389/fdgth.2022.991814] [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: 10/04/2022] [Accepted: 10/31/2022] [Indexed: 01/07/2023] Open
Abstract
Background Adults with traumatic brain injury (TBI) report significant barriers to using current social media platforms, including cognitive overload and challenges in interpreting social cues. Rehabilitation providers may be tasked with helping to address these barriers. Objectives To develop technological supports to increase social media accessibility for people with TBI-related cognitive impairments and to obtain preliminary data on the perceived acceptability, ease of use, and utility of proposed technology aids. Methods We identified four major barriers to social media use among individuals with TBI: sensory overload, memory impairments, misreading of social cues, and a lack of confidence to actively engage on social media platforms. We describe the process of developing prototypes of support aids aimed at reducing these specific social media barriers. We created mock-ups of these prototypes and asked 46 community-dwelling adults with TBI (24 females) to rate the proposed aids in terms of their acceptability, ease of use, and utility. Results Across all aids, nearly one-third of respondents agreed they would use the proposed aids frequently, and the majority of respondents rated the proposed aids as easy to use. Respondents indicated that they would be more likely to use the memory and post-writing aids than the attention and social cue interpretation aids. Conclusions Findings provide initial support for social-media-specific technology aids to support social media access and social participation for adults with TBI. Results from this study have design implications for future development of evidence-based social media support aids. Future work should develop and deploy such aids and investigate user experience.
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Affiliation(s)
- Fangyun Zhao
- Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI, United States,Department of Psychology, University of Wisconsin-Madison, Madison, WI, United States
| | - Hajin Lim
- Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI, United States
| | - Emily L. Morrow
- Department of Hearing & Speech Sciences, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Lyn S. Turkstra
- School of Rehabilitation Science, McMaster University, Hamilton, ON, United States
| | - Melissa C. Duff
- Department of Hearing & Speech Sciences, Vanderbilt University Medical Center, Nashville, TN, United States,Correspondence: Melissa Duff
| | - Bilge Mutlu
- Department of Computer Sciences, University of Wisconsin-Madison, Madison, WI, United States
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Brunner M, Bryant L, Turnbull H, Hemsley B. Developing and sustaining a social media ecosystem in speech-language pathology: Using innovative qualitative methods to visualise and cultivate a social media garden. INTERNATIONAL JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2022; 24:558-569. [PMID: 35549966 DOI: 10.1080/17549507.2022.2069860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Purpose: Qualitative research methods, grounded in an inductive analytic paradigm, increasingly inform clinical practice in the field of speech-language pathology. Social media research, often including qualitative methods, provides a valuable way to connect and listen to the voices of people with communication disabilities. With growing empirical evidence on the ways that people with communication disabilities use social media, and recognition of both benefits and limitations of its use, it is important to consider what will support clinicians to translate this work conceptually and safely into clinical practice.Method: In this paper, we use the tools of metaphor and arts-based knowledge translation to promote the translation of evidence into social media practice.Results: With social media being an important ecosystem to grow and nurture in speech-language pathology, a "picturing a social media garden" metaphor is proposed to further research translation. The metaphor will be used to frame strategies for applying qualitative techniques for speech-language pathologists to consider how to use social media in clinical and professional practice, as well as citing supporting literature to guide further reading.Conclusion: The suggested approaches could augment existing methods of assessment and intervention for people with communication disabilities and provide support for clinicians who want to develop their own strategy for using social media, build a vibrant social media ecosystem, and integrate social media interventions into their clinical services.
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Affiliation(s)
- Melissa Brunner
- Faculty of Medicine and Health, Sydney School of Health Sciences, The University of Sydney, Sydney, Australia
| | - Lucy Bryant
- Faculty of Health, Graduate School of Health, University of Technology Sydney, Sydney, Australia, and
| | - Harmony Turnbull
- Faculty of Health, Graduate School of Health, University of Technology Sydney, Sydney, Australia, and
| | - Bronwyn Hemsley
- Faculty of Health, Graduate School of Health, University of Technology Sydney, Sydney, Australia, and
- Faculty of Education and Arts, The University of Newcastle, Newcastle, Australia
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Brunner M, Rietdijk R, Togher L. Training Resources Targeting Social Media Skills to Inform Rehabilitation for People Who Have an Acquired Brain Injury: Scoping Review. J Med Internet Res 2022; 24:e35595. [PMID: 35482369 PMCID: PMC9100544 DOI: 10.2196/35595] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 03/04/2022] [Accepted: 03/29/2022] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND In 2020 and 2021, people increasingly used the internet to connect socially and professionally. However, people with an acquired brain injury (ABI) experience challenges in using social media, and rehabilitation professionals have reported feeling underprepared to support them in its use. To date, no review of social media skills training to inform ABI rehabilitation has been conducted. OBJECTIVE This scoping review aimed to examine research on interventions addressing social media skills and safety, with a focus on people living with health conditions; free web-based resources for the general public on social media skills training; and currently available online support groups for people with ABI. METHODS An integrative scoping review was conducted, with a systematic search strategy applied in March and November 2020 across OvidSP (MEDLINE, AMED, PsycINFO, and Embase), Scopus, Web of Science, CINAHL, Google Scholar, Google, and Facebook. The data collected were critically appraised and synthesized to describe the key content and features of social media training resources. RESULTS This review identified 47 peer-reviewed academic articles, 48 social media training websites, and 120 online support groups for people with ABI. A key recommendation was interactive training with practical components addressing cybersafety, how to use platforms, and how to connect with others. However, no social media training resources that were relevant and accessible for people with ABI were identified. CONCLUSIONS Training resources to support people with ABI in safely using social media are limited. The key content to be addressed and the features to be incorporated into web-based social media training were determined, including the need for interactive training that is co-designed and safe and incorporates practical components that support people with ABI. These findings can be used to inform the development of web-based evidence-based support for people with ABI who may be vulnerable when participating in social media.
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Affiliation(s)
- Melissa Brunner
- Faculty of Medicine and Health, University of Sydney, Eora Nation, Camperdown, Australia
| | - Rachael Rietdijk
- Faculty of Medicine and Health, University of Sydney, Eora Nation, Camperdown, Australia
| | - Leanne Togher
- Faculty of Medicine and Health, University of Sydney, Eora Nation, Camperdown, Australia
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Brunner M, Hemsley B, Togher L, Dann S, Palmer S. Social Media and People With Traumatic Brain Injury: A Metasynthesis of Research Informing a Framework for Rehabilitation Clinical Practice, Policy, and Training. AMERICAN JOURNAL OF SPEECH-LANGUAGE PATHOLOGY 2021; 30:19-33. [PMID: 33332986 DOI: 10.1044/2020_ajslp-20-00211] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Purpose The aim of the study was to investigate the experiences of people with traumatic brain injury (TBI) and rehabilitation professionals in use of social media after TBI. Design Metasynthesis of a multilevel mixed-methods research design was used in the study. Method A qualitative metasynthesis of (a) evidence in the literature regarding the use of communication technologies and social media after TBI, (b) Twitter data and network analysis, (c) interviews with people with TBI (n = 13), (d) focus groups with TBI rehabilitation professionals (n = 11), and (e) a review of current guidance on safe use of social media was conducted. Results People with TBI adopt a trial-and-error approach to using social media. Their meaningful use and a sense of connection enable them to develop social media mastery. TBI rehabilitation professionals' concerns regarding potential risks associated with using social media might lead them to restrict social media use during rehabilitation. Conclusions Access to proactive training in social media use and a supportive network of rehabilitation professionals, family, and friends can enable people with TBI to develop social media mastery through working collaboratively on social media goals. This metasynthesis of research culminates in an evidence-based protocol for assessing and supporting a person with TBI's social media goals to guide clinical practice and future research in the field.
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Affiliation(s)
- Melissa Brunner
- Department of Speech Pathology, Graduate School of Health, University of Technology Sydney, Ultimo, New South Wales, Australia
- Department of Speech Pathology, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
| | - Bronwyn Hemsley
- Department of Speech Pathology, Graduate School of Health, University of Technology Sydney, Ultimo, New South Wales, Australia
- Faculty of Education and Arts, The University of Newcastle, Callaghan, New South Wales, Australia
| | - Leanne Togher
- Department of Speech Pathology, Sydney School of Health Sciences, Faculty of Medicine and Health, The University of Sydney, New South Wales, Australia
| | - Stephen Dann
- College of Business and Economics, Australian National University, Canberra, Australian Capital Territory, Australia
| | - Stuart Palmer
- Melbourne Centre for the Study of Higher Education, The University of Melbourne, Victoria, Australia
- WorkSafe Victoria, Geelong, Australia
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Brunner M, Togher L, Palmer S, Dann S, Hemsley B. Rehabilitation professionals’ views on social media use in traumatic brain injury rehabilitation: gatekeepers to participation. Disabil Rehabil 2019; 43:1955-1964. [DOI: 10.1080/09638288.2019.1685604] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Melissa Brunner
- Speech Pathology, Graduate School of Health, University of Technology Sydney, Ultimo, Australia
| | - Leanne Togher
- Speech Pathology, Faculty of Health Sciences, The University of Sydney, Sydney, Australia
- NHMRC Centre of Research Excellence in Brain Recovery, University of New South Wales, Sydney, Australia
| | - Stuart Palmer
- Melbourne Centre for the Study of Higher Education, The University of Melbourne, Melbourne, Australia
| | - Stephen Dann
- College of Business and Economics, Australian National University, Canberra, Australia
| | - Bronwyn Hemsley
- Speech Pathology, Graduate School of Health, University of Technology Sydney, Ultimo, Australia
- Faculty of Education and Arts, The University of Newcastle, Newcastle, Australia
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