{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,30]],"date-time":"2026-09-30T06:16:41Z","timestamp":1790749001613,"version":"4.1.0"},"reference-count":67,"publisher":"MDPI AG","issue":"17","license":[{"start":{"date-parts":[[2020,8,27]],"date-time":"2020-08-27T00:00:00Z","timestamp":1598486400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"UAE University Research Grant","award":["G00002617 (Funding No. 31B088)"],"award-info":[{"award-number":["G00002617 (Funding No. 31B088)"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJERPH"],"abstract":"<jats:p>Hearing loss is the most common human sensory deficit, affecting normal communication. Recently, patients with hearing loss or at risk of hearing loss are increasingly turning to the online health community for health information and support. Information on health-related topics exchanged on the Internet is a useful resource to examine patients\u2019 informational needs. The ability to understand the patients\u2019 perspectives on hearing loss is critical for health professionals to develop a patient-centered intervention. In this paper, we apply Latent Dirichlet Allocation (LDA) on electronic patient-authored questions on social question-and-answer (Q&amp;A) sites to identify patients\u2019 perceptions, concerns, and needs on hearing loss. Our results reveal 21 topics, which are both representative and meaningful, and mostly correspond to sub-fields established in hearing science research. The latent topics are classified into five themes, which include \u201csudden hearing loss\u201d, \u201ctinnitus\u201d, \u201cnoise-induced hearing loss\u201d, \u201chearing aids\u201d, \u201cdizziness\u201d, \u201ccuriosity about hearing loss\u201d, \u201cotitis media\u201d and \u201ccomplications of disease\u201d. Our topic analysis of patients\u2019 questions on the topic of hearing loss allows achieving a thorough understanding of patients\u2019 perspectives, thereby leading to better development of the patient-centered intervention.<\/jats:p>","DOI":"10.3390\/ijerph17176209","type":"journal-article","created":{"date-parts":[[2020,8,27]],"date-time":"2020-08-27T08:05:18Z","timestamp":1598515518000},"page":"6209","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Topic Modeling for Analyzing Patients\u2019 Perceptions and Concerns of Hearing Loss on Social Q&amp;A Sites: Incorporating Patients\u2019 Perspective"],"prefix":"10.3390","volume":"17","author":[{"given":"Junghwa","family":"Bahng","sequence":"first","affiliation":[{"name":"Department of Audiology and Speech Language Pathology, Hallym University of Graduate Studies, HUGS Center for Hearing and Speech Research, Seoul 06157, Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3906-8462","authenticated-orcid":false,"given":"Chang Heon","family":"Lee","sequence":"additional","affiliation":[{"name":"College of Business and Economics, United Arab Emirates University, Al Ain 15551, UAE"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,8,27]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1101","DOI":"10.1056\/NEJM200004133421506","article-title":"Genetic causes of hearing loss","volume":"342","author":"Willems","year":"2000","journal-title":"N. 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