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Ge J, Yan Y, Zhu Y, Cheng X, Li H, Sun X, Jiang H. Development and validation of the screening tool for age-related hearing loss in the community based on the information platform. Eur Arch Otorhinolaryngol 2024; 281:2893-2903. [PMID: 38206390 PMCID: PMC11065916 DOI: 10.1007/s00405-023-08389-9] [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: 09/03/2023] [Accepted: 11/29/2023] [Indexed: 01/12/2024]
Abstract
INTRODUCTION Currently, age-related hearing loss has become prevalent, awareness and screening rates remain dismally low. Duing to several barriers, as time, personnel training and equipment costs, available hearing screening tools do not adequately meet the need for large-scale hearing detection in community-dwelling older adults. Therefore, an accurate, convenient, and inexpensive hearing screening tool is needed to detect hearing loss, intervene early and reduce the negative consequences and burden of untreated hearing loss on individuals, families and society. OBJECTIVES The study harnessed "medical big data" and "intelligent medical management" to develop a multi-dimensional screening tool of age-related hearing loss based on WeChat platform. METHODS The assessment of risk factors was carried out by cross-sectional survey, logistic regression model and receiver operating characteristic (ROC) curve analysis. Combining risk factor assessment, Hearing handicap inventory for the elderly screening version and analog audiometry, the screening software was been developed by JavaScript language and been evaluated and verified. RESULTS A total of 401 older adults were included in the cross-sectional study. Logistic regression model (univariate, multivariate) and reference to literature mention rate of risk factors, 18 variables (male, overweight/obesity, living alone, widowed/divorced, history of noise, family history of deafness, non-light diet, no exercising habit, smoking, drinking, headset wearer habit, hypertension, diabetes, hyperlipidemia, cardiovascular and cerebrovascular diseases, hyperuricemia, hypothyroidism, history of ototoxic drug use) were defined as risk factors. The area under the ROC curve (AUC) of the cumulative score of risk factors for early prediction of age-related hearing loss was 0.777 [95% CI (0.721, 0.833)]. The cumulative score threshold of risk factors was defined as 4, to classify the older adults into low-risk (< 4) and high-risk (≥ 4) hearing loss groups. The sensitivity, specificity, positive predictive value, and negative predictive value of the screen tool were 100%, 65.5%, 71.8%, and 100.0%, respectively. The Kappa index was 0.6. CONCLUSIONS The screening software enabled the closed loop management of real-time data transmission, early warning, management, whole process supervision of the hearing loss and improve self-health belief in it. The software has huge prospects for application as a screening approach for age-related hearing loss.
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Affiliation(s)
- Jianli Ge
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
| | - Yunyun Yan
- Department of General Practice, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Yinqian Zhu
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
| | - Xin Cheng
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China
| | - Huazhang Li
- Department of Science and Education, Shanghai Guangming Traditional Chinese Medicine Hospital, Shanghai, 201399, China
| | - Xiaoming Sun
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
- Department of General Practice, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
| | - Hua Jiang
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, China.
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Ge J, Geng S, Gao Y, Ren G, Sun X, Jiang H. Construction and Effect of the Three-Level and Two-Stage Screening Mode for Age-Related Hearing Loss: A Study Based on the Community in Shanghai, China. Clin Interv Aging 2023; 18:1309-1320. [PMID: 37583570 PMCID: PMC10424679 DOI: 10.2147/cia.s423822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 08/07/2023] [Indexed: 08/17/2023] Open
Abstract
Background There is a high incidence rate of age-related hearing loss. Severe hearing loss may increase the prevalence of mental illness, cognitive impairment, and even the risk of all-cause death. Purpose Construction of the three-level and two-stage screening mode for age-related hearing loss of the community and to evaluate its effectiveness. Materials and Methods A total of 401 participants (aged 60 years or older) from five typical communities were enrolled in the study. The risk factors assessment of age-related hearing loss was completed by using a cross-sectional survey and receiver operating characteristic (ROC) curve. Multiple screening method was adopted and verified by serial and parallel tests, respectively. Based on research data, incorporate risk factors assessment, the Hearing Handicap Inventory for the Elderly Screening Version (HHIE-s) and pure tone audiometry (PTA) were used to construct the screening mode. Results Multiple screening series testing and multiple screening parallel testing, including risk factors assessment, HHIE-s, and PTA, were used for verification: the sensitivity, specificity, and Kappa index were 70.5% and 9.2%, 95.0% and 71.6%, 0.26 and 0.63, respectively. Finally, the three-level and two-stage screening mode for age-related hearing loss was established. "Three-level" was defined as the risk factors assessment/HHIE-s (high-risk population), PTA (suspect population), and comprehensive hearing loss assessment (confirmed population). "Two-stage" was defined as the population screening by general practitioner in the community and target screening by otolaryngologist of the tertiary hospitals. Conclusion The three-level and two-stage screening mode for age-related hearing loss consists of the following framework: from population screening to target screening, from suspicious diagnosis to accurate diagnosis, from primary health care to tertiary hospitals. The study objective is to structure a new secondary prevention and treatment mode for age-related hearing loss with primary health care as the core, so as to help the front-end management of healthy aging.
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Affiliation(s)
- Jianli Ge
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, People’s Republic of China
| | - Shasha Geng
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, People’s Republic of China
| | - Yang Gao
- Department of General Practice, Huamu Community Health Service Center, Shanghai, 201204, People’s Republic of China
| | - Guangwei Ren
- Science and Education Department, Sanlin Community Health Service Center, Shanghai, 200124, People’s Republic of China
| | - Xiaoming Sun
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, People’s Republic of China
- Department of General Practice, Zhongshan Hospital, Fudan University Medical School, Shanghai, 200032, People’s Republic of China
| | - Hua Jiang
- Department of General Practice, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, 200120, People’s Republic of China
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Kovalová M, Mrázková E, Škerková M, Čada Z, Janoutová J. The Importance of Screening for Hearing Loss in the Elderly. Otolaryngol Pol 2021; 76:32-38. [DOI: 10.5604/01.3001.0015.6493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
<b>Aim:</b> The aim was to compare hearing loss between men and women over 65 in pure tone audiometry and to evaluate the sensitivity of the abbreviated version of the Hearing Handicap Inventory (HHIE-S). This questionnaire highlights hearing handicaps in understanding speech. </br></br><b> Materials and Methods:</b> The data was collected in the years 2011–2015 from respondents above 18 years of age using a standar-dized HHIE-S questionnaire and specialized tests. The cohort was divided into groups based on the severity of hearing loss in the better ear according to the World Health Organization (WHO) as measured by tone threshold audiometry at 500 Hertz (Hz), 1000 Hz, 2000 Hz and 4000 Hz. </br></br> <b> Results:</b> Of the 7070 people (61.8% female and 38.2% male), 68.93% had hearing impairment. Most people had a slight he-aring loss. Based on HHIE-S, 56.94% reported impaired hearing. A statistically significant difference was found between the genders, but according to HHIE-S, females with impaired hearing were not statistically significantly more numerous than males. The diagnostic sensitivity of the HHIE-S was assessed in particular by its sensitivity (75.43%) and specificity (82.53%). The probability that a person has a hearing impairment when the HHIE-S test is positive is 90.21%. </br></br> <b> Conclusions:</b> The HHIE-S is fast, inexpensive and short, and can be included as a screening test for hearing impairment in ca-ring for the elderly. Even a minor hearing impairment can be a significant handicap in elderly patients by restricting not only social interactions but also weakening mental functioning.
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Affiliation(s)
- Martina Kovalová
- Department of Epidemiology and Public Health, Faculty of Medicine, University of Ostrava, Czech Republic
| | - Eva Mrázková
- Department of Epidemiology and Public Health, Faculty of Medicine, University of Ostrava, Czech Republic
| | - Michaela Škerková
- Department of Epidemiology and Public Health, Faculty of Medicine, University of Ostrava, Czech Republic
| | - Zdeněk Čada
- Department of Otorhinolaryngology and Head and Neck Surgery, 1st Faculty of Medicine Charles University in Prague and Motol University Hospital, Postgraduate Medical School, Czech Republic
| | - Jana Janoutová
- Department of Epidemiology and Public Health, Faculty of Medicine, University of Ostrava, Czech Republic
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Diagnostic Validity of Self-Reported Hearing Loss in Elderly Taiwanese Individuals: Diagnostic Performance of a Hearing Self-Assessment Questionnaire on Audiometry. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph182413215. [PMID: 34948824 PMCID: PMC8707226 DOI: 10.3390/ijerph182413215] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 12/10/2021] [Accepted: 12/13/2021] [Indexed: 11/17/2022]
Abstract
Key Points: Question: Can the traditional Chinese version of the hearing handicap inventory for elderly screening (HHIE-S) checklist screen for age-related hearing loss (ARHL) in elderly individuals? Findings: In this cross-sectional study of 1696 Taiwanese patients who underwent annual government-funded geriatric health checkups, the Chinese version of the HHIE-S had a sensitivity of 76.9% and a specificity of 79.8% with a cutoff score greater than 6 for identifying patients with disabled hearing loss (defined as a PTA > 40 dB). Meaning: The traditional Chinese version of the HHIE-S is an effective test to detect ARHL and can improve the feasibility of large-scale hearing screening among elderly individuals. Purpose: The traditional Chinese version of the hearing handicap inventory for elderly screening (TC-HHIE-S) was translated from English and is intended for use with people whose native language is traditional Chinese, but its effectiveness and diagnostic performance are still unclear. The purpose of this study was to evaluate the validity and reliability of the traditional Chinese version of the HHIE-S for screening for age-related hearing loss (ARHL). Methods: A total of 1696 elderly people underwent the government’s annual geriatric medical examination at community hospitals. In this cross-sectional study, we recorded average conducted pure-tone averages (PTA) (0.5 kHz, 1 kHz, 2 kHz, 4 kHz), age, sex, and HHIE-S data. Receiver operating characteristic (ROC) curve analysis was used to identify the best critical point for detecting hearing impairment, and the validity of the structure was verified by the agreement between the TC-HHIE-S and PTA results. Results: The HHIE-S scores were correlated with the better-ear pure-tone threshold averages (PTAs) at 0.5–4 kHz (correlation coefficient r = 0.45). The internal consistency of the total HHIE-S score was excellent (Cronbach’s alpha = 0.901), and the test-retest reliability was also excellent (Spearman’s correlation coefficient = 0.60, intraclass correlation coefficient = 0.75). In detecting disabled hearing loss (i.e., PTA at 0.5–4 kHz > 40 dB), the HHIE-S cutoff score of > 6 had a sensitivity of 76.9% and a specificity of 79.8%. Conclusions: The traditional Chinese version of the HHIE-S is a valid, reliable, and efficient tool for large-scale screening for ARHL.
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Zhang M, Zhu B, Yuan C, Zhao C, Wang J, Ruan Q, Han C, Bao Z, Chen J, Arceneaux KV, Wielen RV, Siegle GJ. Are need for affect and cognition culture dependent? Implications for global public health campaigns: a cross-sectional study. BMC Public Health 2021; 21:693. [PMID: 33836715 PMCID: PMC8034077 DOI: 10.1186/s12889-021-10689-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2020] [Accepted: 03/23/2021] [Indexed: 01/17/2023] Open
Abstract
Background Cultural differences in affective and cognitive intrinsic motivation could pose challenges for global public health campaigns, which use cognitive or affective goals to evoke desired attitudes and proactive health-promoting actions. This study aimed to identify cross-cultural differences in affective and cognitive intrinsic motivation and discuss the potential value of this information for public health promotion. Methods A cross-sectional survey using cross-culturally validated need for affect (NFA) and need for cognition (NFC) scales was carried out among 1166 Chinese participants, and the results were compared with published data from 980 American participants. Additionally, we assessed a highly prevalent symbolic geriatric health condition, hearing loss, in 500 Chinese community-dwelling seniors. The Chinese NFA scale was developed following the translation-back translation procedure, and the psychometric evaluation was performed by applying confirmatory factor analysis (CFA), exploratory structural equation modeling (ESEM), correlation analysis and multigroup invariance test. MANOVA and Hedge’s g statistic were employed to compare the NFA and NFC levels between individuals from different countries and between Chinese seniors with and without hearing loss. The relation of early hearing intervention intention to NFA and NFC was also explored in the Chinese sample. Results A basic two-factor model of NFA adequately fit the sample data from Chinese and American cultures. The questionnaire demonstrated reasonable invariance of the factor structure and factor loadings across the groups. Those in the primary Chinese sample had lower NFA and NFC than their American peers. This difference held in the senior sample. Moreover, Chinese seniors with hearing loss had even lower NFA and NFC than those without hearing loss. Their early hearing intervention intention was low but was associated with intrinsic motivation. Conclusions The Need for Affect (NFA) construct may be generalized beyond its Western origins. There was a general lack of affective and cognitive intrinsic motivation in Chinese individuals, particularly in seniors with hearing loss, compared with their American peers. These differences point to a potential challenge in framing effective messages for some cultures in the geriatric public health domain. Ideally, recognizing and understanding this challenge will inspire the consideration of novel persuasive strategies for these audiences. Supplementary Information The online version contains supplementary material available at 10.1186/s12889-021-10689-w.
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Affiliation(s)
- Min Zhang
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Bei Zhu
- Jiuting Community Health Service Center, Shanghai, Songjiang District, China
| | - Chunlan Yuan
- Jiuting Community Health Service Center, Shanghai, Songjiang District, China
| | - Chao Zhao
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Jiaofeng Wang
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Qingwei Ruan
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Chao Han
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Zhijun Bao
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China.,National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Jie Chen
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China.
| | | | - Ryan Vander Wielen
- Department of Political Science, Temple University, Philadelphia, PA, USA
| | - Greg J Siegle
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, USA
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Chayaopas N, Kasemsiri P, Thanawirattananit P, Piromchai P, Yimtae K. The effective screening tools for detecting hearing loss in elderly population: HHIE-ST Versus TSQ. BMC Geriatr 2021; 21:37. [PMID: 33421997 PMCID: PMC7797093 DOI: 10.1186/s12877-020-01996-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 12/29/2020] [Indexed: 12/02/2022] Open
Abstract
Background Globally increasing number of elders is concerned. Hearing loss process in older adults cannot be avoided. An effective screening tool for hearing loss is essential for proper diagnosis and rehabilitation, which can improve QOL in older adults. Methods This prospective-diagnostic test study evaluates the diagnostic value of Thai version of the Hearing Handicap Inventory for Elderly Screening (HHIE-ST) and the Thai Single Question (TSQ) surveys in screening hearing disability in 1109 Thai participants aged 60 years and older in communities in four provinces in Thailand. The HHIE-ST consisted of 10 selected questions from the validated HHIE-Thai version. A TSQ survey was developed to have the same meaning as an English Single Question survey. The participants answered both questionnaires, and a standard audiometry test assessed with air conduction from 250 to 8000 Hz was included as a gold standard. Results The prevalence of hearing disability was 38.34%. The HHIE-ST achieved a sensitivity of 88.96% (95% CI 85.77–91.64) and specificity of 52.19% (95% CI 48.24–56.13) for diagnosis hearing disability in Thai older adults, whereas the TSQ yielded a sensitivity of 88.73% and a specificity of 55.93%. A combined test including the HHIE-ST and TSQ achieved better performance with sensitivity of 85.29% and specificity of 60.13%. Conclusions Either the HHIE-ST or the TSQ is a sensitive and useful tool for screening hearing disability in Thai older adults. Using the HHIE-ST together with the TSQ resulted in a better screening tool for detecting moderate hearing loss older adults who will benefit and recommended for hearing rehabilitation. Trial registration The study is registered with the following number in the Thai Clinical Trials Registry: TCTR20151015003. Date of registration October 14, 2015.
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Affiliation(s)
- Nichtima Chayaopas
- Department of Otorhinolaryngology, Faculty of Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, 40002, Thailand.,Khon Kaen Ear, Hearing and Balance Research Group, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Pornthep Kasemsiri
- Department of Otorhinolaryngology, Faculty of Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, 40002, Thailand. .,Khon Kaen Ear, Hearing and Balance Research Group, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.
| | - Panida Thanawirattananit
- Department of Otorhinolaryngology, Faculty of Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, 40002, Thailand.,Khon Kaen Ear, Hearing and Balance Research Group, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Patorn Piromchai
- Department of Otorhinolaryngology, Faculty of Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, 40002, Thailand.,Khon Kaen Ear, Hearing and Balance Research Group, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Kwanchanok Yimtae
- Department of Otorhinolaryngology, Faculty of Medicine, Srinagarind Hospital, Khon Kaen University, Khon Kaen, 40002, Thailand.,Khon Kaen Ear, Hearing and Balance Research Group, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
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Zhang M, Bi Z, Fu X, Wang J, Ruan Q, Zhao C, Duan J, Zeng X, Zhou D, Chen J, Bao Z. 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; 19:214. [PMID: 31390985 PMCID: PMC6686404 DOI: 10.1186/s12877-019-1232-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2019] [Accepted: 07/29/2019] [Indexed: 12/12/2022] Open
Abstract
Background Hearing loss is one of the most common modifiable factors associated with cognitive and functional decline in geriatric populations. An accurate, easy-to-apply, and inexpensive hearing screening method is needed to detect hearing loss in community-dwelling elderly people, intervene early and reduce the negative consequences and burden of untreated hearing loss on individuals, families and society. However, available hearing screening tools do not adequately meet the need for large-scale geriatric hearing detection due to several barriers, including time, personnel training and equipment costs. This study aimed to propose an efficient method that could potentially satisfy this need. Methods In total, 1793 participants (≥60 years) were recruited to undertake a standard audiometric air conduction pure tone test at 4 frequencies (0.5–4 kHz). Audiometric data from one community were used to train the decision tree model and generate a pure tone screening rule to classify people with or without moderate or more serious hearing impairment. Audiometric data from another community were used to validate the tree model. Results In the decision tree analysis, 2 kHz and 0.5 kHz were found to be the most important frequencies for hearing severity classification. The tree model suggested a simple two-step screening procedure in which a 42 dB HL tone at 2 kHz is presented first, followed by a 47 dB HL tone at 0.5 kHz, depending on the individual’s response to the first tone. This approach achieved an accuracy of 91.20% (91.92%), a sensitivity of 95.35% (93.50%) and a specificity of 86.85% (90.56%) in the training dataset (testing dataset). Conclusions A simple two-step screening procedure using the two tones (2 kHz and 0.5 kHz) selected by the decision tree analysis can be applied to screen moderate-to-profound hearing loss in a community-based geriatric population in Shanghai. The decision tree analysis is useful in determining the optimal hearing screening criteria for local elderly populations. Implanting the pair of tones into a well-calibrated sound generator may create a simple, practical and time-efficient screening tool with high accuracy that is readily available at healthcare centers of all levels, thereby facilitating the initiation of extensive nationwide hearing screening in older adults.
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Affiliation(s)
- Min Zhang
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Zhaori Bi
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Xinping Fu
- Speech and Hearing Rehabilitation Department, Punan Hospital, Fudan University, Shanghai, China
| | - Jiaofeng Wang
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Qingwei Ruan
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Chao Zhao
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Jirong Duan
- Speech and Hearing Rehabilitation Department, Punan Hospital, Fudan University, Shanghai, China
| | - Xuan Zeng
- The State Key Laboratory of ASIC & System, Department of Microelectronics, Fudan University, Shanghai, China
| | - Dian Zhou
- Department of Electrical Engineering, University of Texas at Dallas, Richardson, TX, USA
| | - Jie Chen
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China
| | - Zhijun Bao
- Shanghai Key Laboratory of Clinical Geriatric Medicine, Huadong Hospital, Fudan University, 221 West Yan'an Road, Shanghai, China. .,National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, China.
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