Using a decision tree approach to determine hearing aid ownership in older adults

References

• Mathers C, Smith A, Concha M. Global burden of hearing loss in the year 2000. Global Burden Dis. 2000;18(4):1–30.
   Google Scholar
• Miyake Y, Tanaka K, Senba H, et al. Hearing impairment and prevalence of mild cognitive impairment in Japan: baseline data from the Aidai cohort study in Yawatahama and Uchiko. Ear and Hearing. 2020;41(2):254–258.
   PubMed Web of Science ®Google Scholar
• Livingston G, Huntley J, Sommerlad A, et al. Dementia prevention, intervention, and care: 2020 report of the lancet commission. Lancet. 2020;396(10248):413–446.
   PubMed Web of Science ®Google Scholar
• Gopinath B, Hickson L, Schneider J, et al. Hearing-impaired adults are at increased risk of experiencing emotional distress and social engagement restrictions five years later. Age Ageing. 2012;41(5):618–623.
   PubMed Web of Science ®Google Scholar
• Lin FR, Yaffe K, Xia J, et al. Hearing loss and cognitive decline in older adults. JAMA Intern Med. 2013;173(4):293–299.
   PubMed Web of Science ®Google Scholar
• Solheim J, Kvaerner KJ, Falkenberg E-S. Daily life consequences of hearing loss in the elderly. Disabil Rehabil. 2011;33(23–24):2179–2185.
   PubMed Web of Science ®Google Scholar
• Maharani A, Dawes P, Nazroo J, et al. Longitudinal relationship between hearing aid use and cognitive function in older Americans. J Am Geriatr Soc. 2018;66(6):1130–1136.
   PubMed Web of Science ®Google Scholar
• Sanders ME, Kant E, Smit AL, et al. The effect of hearing aids on cognitive function: a systematic review. PLoS One. 2021;16(12):e0261207.
   PubMed Web of Science ®Google Scholar
• Ferguson MA, Kitterick PT, Chong LY, et al. Hearing aids for mild to moderate hearing loss in adults. Cochrane Database Syst Rev. 2017;9(9):CD012023.
   PubMedGoogle Scholar
• Knudsen LV, Oberg M, Nielsen C, et al. Factors influencing help seeking, hearing aid uptake, hearing aid use and satisfaction with hearing aids: a review of the literature. Trends Amplif. 2010;14(3):127–154.
   PubMedGoogle Scholar
• Fischer ME, Cruickshanks KJ, Wiley TL, et al. Determinants of hearing aid acquisition in older adults. Am J Public Health. 2011;101(8):1449–1455.
   PubMed Web of Science ®Google Scholar
• Cohen JM, Blustein J, Weinstein BE, et al. Studies of physician-patient communication with older patients: how often is hearing loss considered? A systematic literature review. J Am Geriatr Soc. 2017;65(8):1642–1649.
   PubMed Web of Science ®Google Scholar
• Hlayisi V-G, Ramma L. Rehabilitation for disabling hearing loss: evaluating the need relative to provision of hearing aids in the public health care system. Disabil Rehabil. 2019; 2019/10/2341(22):2704–2707.
   PubMed Web of Science ®Google Scholar
• Aliabadi M, Fereidan M, Farhadian M, et al. Determining the effect of worker exposure conditions on the risk of hearing loss in noisy industrial workroom using cox proportional hazard model. Int J Occup Saf Ergon. 2015;21(2):201–206.
   PubMed Web of Science ®Google Scholar
• World Health Organization. Ear and hearing care: indicators for monitoring provision of services. Geneva: WHO; 2019.
   Google Scholar
• van Leeuwen LM, Goderie TPM, van Wier MF, et al. Uptake of hearing aids and hearing assistive technology in a working population: longitudinal analyses of The Netherlands longitudinal study on hearing. Ear Hear. 2021;42(4):793–802.
   PubMed Web of Science ®Google Scholar
• Hearing Services Program. Minimum hearing loss threshold guidelines. Canberra: Hearing Services Program, Department of Health; 2019.
   Google Scholar
• Smith PA, Davis AC, Pronk M, et al. Adult hearing screening: what comes next? Int J Audiol. 2011;50(9):610–612.
   PubMed Web of Science ®Google Scholar
• Sawyer CS, Armitage CJ, Munro KJ, et al. Correlates of hearing aid use in UK adults: self-reported hearing difficulties, social participation, living situation, health, and demographics. Ear Hear. 2019;40(5):1061–1068.
   PubMed Web of Science ®Google Scholar
• Gopinath B, Schneider J, Hartley D, et al. Incidence and predictors of hearing aid use and ownership among older adults with hearing loss. Ann Epidemiol. 2011;21(7):497–506.
   PubMed Web of Science ®Google Scholar
• Tsimpida D, Kontopantelis E, Ashcroft D, et al. Comparison of self-reported measures of hearing with an objective audiometric measure in adults in the English longitudinal study of ageing. JAMA Netw Open. 2020;3(8):e2015009.
   PubMed Web of Science ®Google Scholar
• Gopinath B, Rochtchina E, Wang JJ, et al. Prevalence of age-related hearing loss in older adults: Blue Mountains Study. Arch Intern Med. 2009;169(4):415–416.
   PubMedGoogle Scholar
• Chayaopas N, Kasemsiri P, Thanawirattananit P, et al. The effective screening tools for detecting hearing loss in elderly population: HHIE-ST versus TSQ. BMC Geriatr. 2021;21(1):37.
   PubMed Web of Science ®Google Scholar
• Ventry IM, Weinstein BE. The hearing handicap inventory for the elderly: a new tool. Ear Hear. 1982;3(3):128–134.
   PubMed Web of Science ®Google Scholar
• ASHA. Guidelines for the identification of hearing impairment/handicap in adult/elderly persons. Asha. 1989;31(8):59–63.
   Google Scholar
• Zhang M, Bi Z, Fu X, et al. A parsimonious approach for screening moderate-to-profound hearing loss in a community-dwelling geriatric population based on a decision tree analysis. BMC Geriatr. 2019;19(1):214.
   PubMed Web of Science ®Google Scholar
• Laber E, Murtinho L. Minimization of Gini impurity via connections with the k-means problem. ArXiv. 2018; abs/1810.00029.
   Google Scholar
• Kuhn M. Building predictive models in R using the caret package. J Stat Soft. 2008;28(5):26.
   Web of Science ®Google Scholar
• Vehtari A, Gelman A, Gabry J. Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC. Stat Comput. 2017;27(5):1413–1432.
   Web of Science ®Google Scholar
• Ben-David A. Comparison of classification accuracy using Cohen’s weighted kappa. Expert Syst Appl. 2008;34(2):825–832.
   Web of Science ®Google Scholar
• Czodrowski P. Count on kappa. J Comput Aided Mol Des. 2014;28(11):1049–1055.
   PubMed Web of Science ®Google Scholar
• Landis JR, Koch GG. The measurement of observer agreement for categorical data. Biometrics. 1977;33(1):159–174.
   PubMed Web of Science ®Google Scholar
• IBM Corp. IBM SPSS statistics for windows, version 27.0. Armonk (NY): IBM Corp; 2020.
   Google Scholar
• Baratloo A, Hosseini M, Negida A, et al. Part 1: simple definition and calculation of accuracy. Emergency. 2015;3(2):48–49.
   PubMedGoogle Scholar
• Simpson A. Frequency-lowering devices for managing high-frequency hearing loss: a review. Trends Amplif. 2009;13(2):87–106.
   PubMedGoogle Scholar
• Ciurlia-Guy E, Cashman M, Lewsen B. Identifying hearing loss and hearing handicap among chronic care elderly People1. Gerontologist. 1993;33(5):644–649.
   PubMed Web of Science ®Google Scholar
• Ardoint M, Lorenzi C. Effects of lowpass and highpass filtering on the intelligibility of speech based on temporal fine structure or envelope cues. Hear Res. 2010;260(1–2):89–95.
   PubMed Web of Science ®Google Scholar
• Voola MT-V. Quality of life handicap measured in patients with profound unilateral or bilateral deafness. Tasman Med J. 2021;3(1):52–56.
   Google Scholar
• Gopinath B, Schneider J, Hickson L, et al. Hearing handicap, rather than measured hearing impairment, predicts poorer quality of life over 10 years in older adults. Maturitas. 2012;72(2):146–151.
   PubMed Web of Science ®Google Scholar
• World Health Organisation. World health assembly resolution on the prevention of deafness and hearing loss. Seventieth world health assembly. Geneva (Switzerland): World Health Organisation; 2017.
   Google Scholar
• Saunders GH, Frederick MT, Silverman SC, et al. Hearing screening in the community. J Am Acad Audiol. 2019;30(02):145–152.
   PubMedGoogle Scholar
• Ventry IM, Weinstein BE. Identification of elderly people with hearing problems. ASHA. 1983;25(7):37–42.
   PubMedGoogle Scholar
• Edwards B. Emerging technologies, market segments, and MarkeTrak 10 insights in hearing health technology. Semin Hear. 2020;41(1):37–54.
   PubMedGoogle Scholar