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Tomassi A, Falegnami A, Romano E. Mapping automatic social media information disorder. The role of bots and AI in spreading misleading information in society. PLoS One 2024; 19:e0303183. [PMID: 38820281 PMCID: PMC11142451 DOI: 10.1371/journal.pone.0303183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 04/19/2024] [Indexed: 06/02/2024] Open
Abstract
This paper presents an analysis on information disorder in social media platforms. The study employed methods such as Natural Language Processing, Topic Modeling, and Knowledge Graph building to gain new insights into the phenomenon of fake news and its impact on critical thinking and knowledge management. The analysis focused on four research questions: 1) the distribution of misinformation, disinformation, and malinformation across different platforms; 2) recurring themes in fake news and their visibility; 3) the role of artificial intelligence as an authoritative and/or spreader agent; and 4) strategies for combating information disorder. The role of AI was highlighted, both as a tool for fact-checking and building truthiness identification bots, and as a potential amplifier of false narratives. Strategies proposed for combating information disorder include improving digital literacy skills and promoting critical thinking among social media users.
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Affiliation(s)
- Andrea Tomassi
- Engineering Faculty, Uninettuno International Telematic University, Rome, Italy
| | - Andrea Falegnami
- Engineering Faculty, Uninettuno International Telematic University, Rome, Italy
| | - Elpidio Romano
- Engineering Faculty, Uninettuno International Telematic University, Rome, Italy
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Deshpande SB, Deshpande AK. Race/Ethnicity, Gender, and Socioeconomic Status Representation in U.S.-Based Randomized Controlled Trials of Tinnitus: A Systematic Review. Am J Audiol 2022; 31:1320-1333. [PMID: 36170574 DOI: 10.1044/2022_aja-21-00244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
PURPOSE The purpose of this study was to investigate if peer-reviewed randomized controlled trials (RCTs) for the management/treatment of tinnitus conducted in the United States include diverse participants in terms of gender, race/ethnicity, education, occupation, and income. METHOD We performed a comprehensive and systematic literature search via PubMed, Web of Science, Clinical-Trials.gov, and the Cochrane Central Register of Controlled Trials. Our goal was to identify prospective RCTs of tinnitus intervention conducted in the United States from January 1994 to September 2021 and published in peer-reviewed journals. RESULTS A total of 2,584 studies were retrieved. Thirty-two peer-reviewed articles met all inclusion criteria. Of the included studies, approximately 96% reported participants' gender. Approximately 15% studies reported race/ethnicity information in alignment with the U.S. Census Bureau. However, an underrepresentation of both females and people of color was evident across studies. Reporting of socioeconomic status information of participants was also scarce, with only 25% studies reporting education and/or occupation of participants and 0% reporting income levels. CONCLUSIONS This study indicates underrepresentation and underreporting of diverse participant pools in tinnitus research. Reasons for such underrepresentation are explored. Additionally, this systematic review indicates that recent research in tinnitus portrays an optimistic trend in terms of reporting and recruitment of diverse participant groups. Sustainable strategies for including diverse research participants are essential for hearing health care equity. Research and strategies to promote this goal are discussed.
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Affiliation(s)
- Shruti Balvalli Deshpande
- Department of Communication Sciences and Disorders, St. John's University, Queens, NY.,Long Island Doctor of Audiology Consortium, Garden City, NY
| | - Aniruddha K Deshpande
- Long Island Doctor of Audiology Consortium, Garden City, NY.,The Hear-Ring Lab, Department of Speech-Language-Hearing Sciences, Hofstra University, Hempstead, NY
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Ulep AJ, Deshpande AK, Beukes EW, Placette A, Manchaiah V. Social Media Use in Hearing Loss, Tinnitus, and Vestibular Disorders: A Systematic Review. Am J Audiol 2022; 31:1019-1042. [DOI: 10.1044/2022_aja-21-00211] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Background:
People are increasingly using social media outlets for gathering health-related information. There has also been considerable interest from researchers and clinicians in understanding how social media is used by the general public, patients, and health professionals to gather health-related information. Interest in the use of social media for audiovestibular disorders has also received attention, although published evidence synthesis of this use is lacking. The objective of this review article was to synthesize existing research studies related to social media use concerning hearing loss, tinnitus, and vestibular disorders.
Method:
Comprehensive searches were performed in multiple databases between October and November 2020 and again in June 2021 and March 2022, with additional reports identified from article citations and unpublished literature. This review article was presented using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines.
Results:
A total of 1,512 articles were identified. Of these, 16 publications met the inclusion criteria. Overall, social media offered people the platform to learn about hearing loss, tinnitus, and vestibular disorders via advice and support seeking, personal experience sharing, general information sharing, and relationship building. Research studies were more common on information and user activities seen on Facebook Pages, Twitter, and YouTube videos. Misinformation was identified across all social media platforms for each of these conditions.
Conclusions:
Online discussions about audiovestibular disorders are evident, although inconsistencies in study procedures make it difficult to compare these discussion groups. Misinformation is a concern needing to be addressed during clinical consultations as well as via other public health means. Uniform guidelines are needed for research regarding the use of social media so that outcomes are comparable. Moreover, clinical studies examining how exposure to and engagement with social media information may impact outcomes (e.g., help seeking, rehabilitation uptake, rehabilitation use, and satisfaction) require exploration.
Supplemental Material:
https://doi.org/10.23641/asha.20667672
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Affiliation(s)
- Alyssa Jade Ulep
- Department of Speech and Hearing Sciences, Lamar University, Beaumont, TX
- Virtual Hearing Lab, University of Colorado School of Medicine and University of Pretoria, Aurora, CO
| | - Aniruddha K. Deshpande
- The Hear-Ring Lab, Department of Speech-Language-Hearing Sciences, Hofstra University,Hempstead, NY
| | - Eldré W. Beukes
- Virtual Hearing Lab, University of Colorado School of Medicine and University of Pretoria, Aurora, CO
- Vision and Hearing Research Centre, Anglia Ruskin University, Cambridge, United Kingdom
| | - Aubry Placette
- Department of Speech and Hearing Sciences, Lamar University, Beaumont, TX
| | - Vinaya Manchaiah
- Virtual Hearing Lab, University of Colorado School of Medicine and University of Pretoria, Aurora, CO
- Department of Otolaryngology—Head & Neck Surgery, University of Colorado School of Medicine, Aurora
- UCHealth Hearing and Balance Clinic, University of Colorado Hospital, Aurora
- Department of Speech-Language Pathology and Audiology, University of Pretoria, Gauteng, South Africa
- Department of Speech and Hearing, School of Allied Health Sciences, Manipal Academy of Higher Education, Karnataka, India
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Manchaiah V, Londero A, Deshpande AK, Revel M, Palacios G, Boyd RL, Ratinaud P. Online Discussions About Tinnitus: What Can We Learn From Natural Language Processing of Reddit Posts? Am J Audiol 2022; 31:993-1002. [PMID: 35130042 DOI: 10.1044/2021_aja-21-00158] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND This study was aimed at identifying key topics in online discussions about tinnitus by examining a large data set extracted from Reddit social media using a natural language processing technique. METHOD A corpus of 113,215 posts about tinnitus was extracted from Reddit's application programming interface. After cleaning the data for duplications and posts without any text information, the sample was reduced to 101,905 posts, which was subjected to cluster analysis using the open-source IRaMuTeQ software to identify main topics based on the co-occurrence of texts. These clusters were named by a panel of tinnitus experts (n = 9) by reading typical text segments within each cluster. RESULTS The cluster analysis identified 16 unique clusters that belong to two topics, which were named "tinnitus causes and consequences" and "tinnitus management and coping." Based on their characteristics, the clusters were named: tinnitus timeline (10%), tinnitus perception (9.7%), medical triggers and modulators (8.8%), hearing research (8.8%), attention and silence (8.6%), social media posts about tinnitus (7.4%), hearing protection (7.3%), interaction with hearing health care providers (6.7%), mental health and coping (5.8%), music listening (5.7%), hope for a cure (5.6%), interactions with people without tinnitus (5.4%), dietary supplements and alternative therapies (3.2%), sleep (3.9%), dietary effects (1.7%), and writing about tinnitus and being thankful to online community (1.4%). CONCLUSIONS Despite some limitations, tinnitus posts on Reddit provide rich real-world data to identify various issues and complaints that tinnitus patients and their significant others discuss in online communities. Some of the clusters identified here are novel (e.g., tinnitus timeline, interactions with people without tinnitus) and have not been much discussed in the tinnitus literature. The results suggest that individuals with tinnitus relay on social media for support and highlight the service delivery needs in providing social support through other means (e.g., support groups).
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Affiliation(s)
- Vinaya Manchaiah
- Department of Otolaryngology–Head and Neck Surgery, University of Colorado School of Medicine, Aurora
- UCHealth Hearing and Balance, University of Colorado Hospital, Aurora
- Virtual Hearing Lab, Collaborative Initiative between University of Colorado School of Medicine and University of Pretoria, Aurora, CO
- Department of Speech-Language Pathology and Audiology, University of Pretoria, Gauteng, South Africa
- Department of Speech and Hearing, Manipal College of Health Professions, Manipal Academy of Higher Education, Manipal, India
| | - Alain Londero
- Hôpital Européen Georges Pompidou, Assistance Publique – Hôpitaux de Paris; Faculté de Médecine Paris Descartes – Université de Paris, France
| | - Aniruddha K. Deshpande
- Department of Speech-Language-Hearing Sciences, Hofstra University, Long Island, NY
- Long Island Doctor of Audiology Consortium, Garden City, NY
| | - Manon Revel
- Institute for Data, Systems and Society, Massachusetts Institute of Technology, Cambridge
| | | | - Ryan L. Boyd
- Department of Psychology, Lancaster University, United Kingdom
- Security Lancaster, Lancaster University, United Kingdom
- Data Science Institute, Lancaster University, United Kingdom
| | - Pierre Ratinaud
- Laboratory of Applied Studies and Research in Social Sciences, University of Toulouse, France
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Deshpande SB. Online, Asynchronous Hearing Education and Research Project for Ethnically Diverse Adolescents via Interprofessional Collaboration and Electronic Service-Learning During the COVID-19 Pandemic: A Pilot Study on the Needs and Challenges. Am J Audiol 2021; 30:505-517. [PMID: 34157242 DOI: 10.1044/2021_aja-20-00166] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Purpose This study discusses the creation of an online, asynchronous presentation to educate adolescents about prevention of noise-induced hearing loss (NIHL) through interprofessional collaborations and electronic service-learning (eSL) during the COVID-19 pandemic. Method The Hearing Education and Research (HEAR) presentation, which included activities and videos to educate a group of ethnically diverse adolescents (n = 100) on NIHL, was created by 11 doctor of audiology (AuD) students through online collaborations toward course-related eSL requirements. Adolescents responded to a baseline survey to assess hearing health-related behaviors prior to reviewing the presentation. A postprogram survey was administered 1 week after the presentation to assess change in knowledge and attitudes toward NIHL prevention. Online collaborations with schoolteachers helped with project implementation. Postreflection papers written by AuD students regarding the eSL activities were analyzed. Lastly, suggestions from a focus group of educators were included that highlight the role of interprofessional collaborations to enhance school-based hearing conservation opportunities. Results The HEAR presentation resulted in changes in knowledge about NIHL among the adolescents. Postreflection papers by the AuD students indicated that the eSL activity served as a high-impact pedagogical assignment, especially during the academic challenges of the pandemic. Feedback from a focus group of schoolteachers helped outline ideas for future implementation of sustainable hearing conservation programs in school settings. Conclusion The pilot data collected in this study serve as a proof of concept for future hearing conservation projects in school-based settings via interprofessional collaborations and by engaging university students via eSL.
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Affiliation(s)
- Shruti Balvalli Deshpande
- Department of Communication Sciences and Disorders, St. John's University, Queens, NY
- Long Island Doctor of Audiology Consortium (Adelphi, Hofstra, and St. John's Universities), Garden City, NY
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Kahn CI, Wang R, Shetty K, Huestis MJ, Cohen MB, Levi JR. Assessing the Educational Quality of Facebook Videos as an Informative Resource on Otitis Media. Otolaryngol Head Neck Surg 2020; 164:110-116. [PMID: 32600106 DOI: 10.1177/0194599820933887] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
OBJECTIVE This study analyzes the quality and reliability of otitis media (OM) videos on Facebook and investigates whether the videos shared within the Facebook community are considered to be a valuable educational tool. The results of this study are important for providing clinicians with the necessary understanding about the video content that their patients may be exposed to. STUDY DESIGN Cross-sectional analysis of video content. SETTING A new Facebook account was created to carry out a search for videos on OM. METHODS Inclusion criteria were as follows: videos intended for educating patients or guardians on OM, videos in the English language, and videos with at least 1 share. RESULTS A total of 364 videos were screened, and 62 fit our inclusion criteria for analysis. The majority (56%) of OM videos on Facebook focused on complementary and alternative medication without mentioning any current guidelines. A limited amount of videos (29%) made any mention to surgical treatment options for OM. There was a strong positive correlation (rho = 0.8419, P < .001) between a video's content and its reliability. There was no correlation seen between a video's content and its shares (rho = -0.142, P = .1359). CONCLUSIONS The majority of OM videos on Facebook are inadequate for educational value. Clinicians should know about the existence of videos on OM and the quality of information that parents are exposed to.
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Affiliation(s)
- Chase I Kahn
- School of Medicine, Boston University, Boston, Massachusetts, USA
| | - Rita Wang
- School of Medicine, Boston University, Boston, Massachusetts, USA
| | - Kunal Shetty
- School of Medicine, Boston University, Boston, Massachusetts, USA
| | | | - Michael B Cohen
- Department of Otolaryngology-Head and Neck Surgery, Boston Medical Center, Boston, Massachusetts, USA
| | - Jessica R Levi
- Department of Otolaryngology-Head and Neck Surgery, Boston Medical Center, Boston, Massachusetts, USA
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Deshpande SB. Awareness of the Profession of Audiology Among Ethnically Diverse Adolescents: A Pre- and Post-Education Study. Am J Audiol 2019; 28:964-972. [PMID: 31765224 DOI: 10.1044/2019_aja-19-0072] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
Purpose The purpose of this study was to investigate knowledge about the profession of Audiology among adolescents from diverse backgrounds before, immediately after, and 6 months after an educational program on the profession of Audiology. Method Adolescents (N = 152) from ethnically diverse backgrounds responded to a survey investigating their awareness about Audiology. Thereafter, they participated in an educational program on the profession of Audiology. One third of the participants were invited to respond to the survey immediately after the educational program. Six months after the educational program, 120 of the original sample of 152 participants responded again to the survey in order to assess if the gains from the educational program were retained. Results The results from the baseline survey indicated that approximately 25% of participants were aware about the profession of Audiology. None of the participants reported that balance assessment or management was within the scope of practice of audiologists in the baseline survey. The chi-square test indicated that the educational program resulted in significant enhancement in awareness about the profession of Audiology immediately after education. Results also indicated that the gains in knowledge were retained 6 months after education. Conclusion In light of the existing literature, it is clear that there is a need to recruit an ethnically diverse talent pool of individuals who will choose a career in Audiology in the forthcoming decades. Preliminary results from this study could be helpful in strategizing efforts to improve the visibility of Audiology to younger college aspirants. Advantages of reaching to school-age students at grassroots levels and educating them about the profession of Audiology are discussed in this article.
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Affiliation(s)
- Shruti Balvalli Deshpande
- Department of Communication Sciences and Disorders, St. John's University, Queens, NY
- Long Island Doctor of Audiology Consortium, Adelphi University (with Hofstra University and St. John's University), Garden City, NY
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