Swallow Detection with Acoustics and Accelerometric-Based Wearable Technology: A Scoping Review
Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors...
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Published in | International journal of environmental research and public health Vol. 20; no. 1; p. 170 |
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Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
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22.12.2022
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Abstract | Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors could offer opportunities for accessible and home-based long-term assessment. Identifying valid swallow events is the first step before enabling the technology for clinical applications. The objective of this review is to summarize the evidence of using acoustics-based and accelerometric-based wearable technology for swallow detection, in addition to their configurations, modeling, and assessment protocols. Two authors independently searched electronic databases, including PubMed, Web of Science, and CINAHL. Eleven (n = 11) articles were eligible for review. In addition to swallowing events, non-swallowing events were also recognized by dry (saliva) swallowing, reading, yawning, etc., while some attempted to classify the types of swallowed foods. Only about half of the studies reported that the device attained an accuracy level of >90%, while a few studies reported poor performance with an accuracy of <60%. The reviewed articles were at high risk of bias because of the small sample size and imbalanced class size problem. There was high heterogeneity in assessment protocol that calls for standardization for swallowing, dry-swallowing and non-swallowing tasks. There is a need to improve the current wearable technology and the credibility of relevant research for accurate swallowing detection before translating into clinical screening for dysphagia and other swallowing disorders. |
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AbstractList | Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors could offer opportunities for accessible and home-based long-term assessment. Identifying valid swallow events is the first step before enabling the technology for clinical applications. The objective of this review is to summarize the evidence of using acoustics-based and accelerometric-based wearable technology for swallow detection, in addition to their configurations, modeling, and assessment protocols. Two authors independently searched electronic databases, including PubMed, Web of Science, and CINAHL. Eleven (n = 11) articles were eligible for review. In addition to swallowing events, non-swallowing events were also recognized by dry (saliva) swallowing, reading, yawning, etc., while some attempted to classify the types of swallowed foods. Only about half of the studies reported that the device attained an accuracy level of >90%, while a few studies reported poor performance with an accuracy of <60%. The reviewed articles were at high risk of bias because of the small sample size and imbalanced class size problem. There was high heterogeneity in assessment protocol that calls for standardization for swallowing, dry-swallowing and non-swallowing tasks. There is a need to improve the current wearable technology and the credibility of relevant research for accurate swallowing detection before translating into clinical screening for dysphagia and other swallowing disorders. Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors could offer opportunities for accessible and home-based long-term assessment. Identifying valid swallow events is the first step before enabling the technology for clinical applications. The objective of this review is to summarize the evidence of using acoustics-based and accelerometric-based wearable technology for swallow detection, in addition to their configurations, modeling, and assessment protocols. Two authors independently searched electronic databases, including PubMed, Web of Science, and CINAHL. Eleven ( n = 11) articles were eligible for review. In addition to swallowing events, non-swallowing events were also recognized by dry (saliva) swallowing, reading, yawning, etc., while some attempted to classify the types of swallowed foods. Only about half of the studies reported that the device attained an accuracy level of >90%, while a few studies reported poor performance with an accuracy of <60%. The reviewed articles were at high risk of bias because of the small sample size and imbalanced class size problem. There was high heterogeneity in assessment protocol that calls for standardization for swallowing, dry-swallowing and non-swallowing tasks. There is a need to improve the current wearable technology and the credibility of relevant research for accurate swallowing detection before translating into clinical screening for dysphagia and other swallowing disorders. Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors could offer opportunities for accessible and home-based long-term assessment. Identifying valid swallow events is the first step before enabling the technology for clinical applications. The objective of this review is to summarize the evidence of using acoustics-based and accelerometric-based wearable technology for swallow detection, in addition to their configurations, modeling, and assessment protocols. Two authors independently searched electronic databases, including PubMed, Web of Science, and CINAHL. Eleven (n = 11) articles were eligible for review. In addition to swallowing events, non-swallowing events were also recognized by dry (saliva) swallowing, reading, yawning, etc., while some attempted to classify the types of swallowed foods. Only about half of the studies reported that the device attained an accuracy level of >90%, while a few studies reported poor performance with an accuracy of <60%. The reviewed articles were at high risk of bias because of the small sample size and imbalanced class size problem. There was high heterogeneity in assessment protocol that calls for standardization for swallowing, dry-swallowing and non-swallowing tasks. There is a need to improve the current wearable technology and the credibility of relevant research for accurate swallowing detection before translating into clinical screening for dysphagia and other swallowing disorders.Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing assessments, such as videofluoroscopy or endoscopy, are expensive and invasive. Wearable technologies using acoustics and accelerometric sensors could offer opportunities for accessible and home-based long-term assessment. Identifying valid swallow events is the first step before enabling the technology for clinical applications. The objective of this review is to summarize the evidence of using acoustics-based and accelerometric-based wearable technology for swallow detection, in addition to their configurations, modeling, and assessment protocols. Two authors independently searched electronic databases, including PubMed, Web of Science, and CINAHL. Eleven (n = 11) articles were eligible for review. In addition to swallowing events, non-swallowing events were also recognized by dry (saliva) swallowing, reading, yawning, etc., while some attempted to classify the types of swallowed foods. Only about half of the studies reported that the device attained an accuracy level of >90%, while a few studies reported poor performance with an accuracy of <60%. The reviewed articles were at high risk of bias because of the small sample size and imbalanced class size problem. There was high heterogeneity in assessment protocol that calls for standardization for swallowing, dry-swallowing and non-swallowing tasks. There is a need to improve the current wearable technology and the credibility of relevant research for accurate swallowing detection before translating into clinical screening for dysphagia and other swallowing disorders. |
Author | Lam, Wing-Kai Yip, Calvin Chi-Kong Wong, Duo Wai-Chi Chan, Tim Tin-Chun Lim, Hyo-Jung Cheung, Daphne Sze Ki Cheung, James Chung-Wai Liu, Liangchao So, Bryan Pak-Hei |
AuthorAffiliation | 2 Physical Education Department, University of International Business and Economics, Beijing 100029, China 5 School of Nursing, The Hong Kong Polytechnic University, Hong Kong 6 Research Institute of Smart Ageing, The Hong Kong Polytechnic University, Hong Kong 4 Sports Information and External Affairs Centre, Hong Kong Sports Institute, Hong Kong 1 Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong 3 School of Medical and Health Sciences, Tung Wah College, Hong Kong |
AuthorAffiliation_xml | – name: 2 Physical Education Department, University of International Business and Economics, Beijing 100029, China – name: 5 School of Nursing, The Hong Kong Polytechnic University, Hong Kong – name: 3 School of Medical and Health Sciences, Tung Wah College, Hong Kong – name: 6 Research Institute of Smart Ageing, The Hong Kong Polytechnic University, Hong Kong – name: 1 Department of Biomedical Engineering, Faculty of Engineering, The Hong Kong Polytechnic University, Hong Kong – name: 4 Sports Information and External Affairs Centre, Hong Kong Sports Institute, Hong Kong |
Author_xml | – sequence: 1 givenname: Bryan Pak-Hei surname: So fullname: So, Bryan Pak-Hei – sequence: 2 givenname: Tim Tin-Chun surname: Chan fullname: Chan, Tim Tin-Chun – sequence: 3 givenname: Liangchao surname: Liu fullname: Liu, Liangchao – sequence: 4 givenname: Calvin Chi-Kong orcidid: 0000-0002-5393-6609 surname: Yip fullname: Yip, Calvin Chi-Kong – sequence: 5 givenname: Hyo-Jung surname: Lim fullname: Lim, Hyo-Jung – sequence: 6 givenname: Wing-Kai orcidid: 0000-0001-8692-2206 surname: Lam fullname: Lam, Wing-Kai – sequence: 7 givenname: Duo Wai-Chi orcidid: 0000-0002-8805-1157 surname: Wong fullname: Wong, Duo Wai-Chi – sequence: 8 givenname: Daphne Sze Ki orcidid: 0000-0001-5651-9352 surname: Cheung fullname: Cheung, Daphne Sze Ki – sequence: 9 givenname: James Chung-Wai orcidid: 0000-0001-7446-0569 surname: Cheung fullname: Cheung, James Chung-Wai |
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Cites_doi | 10.5535/arm.2014.38.4.476 10.1007/BF00262760 10.1177/000348940711601112 10.1038/s41598-020-65492-1 10.1111/joor.13030 10.1007/s00455-018-09974-5 10.1016/j.bspc.2012.03.005 10.1044/2017_AJSLP-17-0040 10.1371/journal.pone.0248770 10.1007/978-3-642-14515-5_355 10.1007/s00455-007-9127-y 10.1007/s00455-016-9758-y 10.2147/CIA.S97481 10.1121/1.1777872 10.1016/j.medengphy.2009.07.001 10.1109/THMS.2015.2408615 10.11124/JBIES-21-00242 10.1016/0003-9969(65)90060-9 10.1109/JSEN.2019.2894744 10.2147/CIA.S107750 10.1111/joor.12264 10.1016/j.bjorl.2017.12.008 10.3390/nu13114043 10.1016/j.amjoto.2020.102501 10.1016/j.cgh.2019.10.029 10.1016/0003-9969(95)00004-9 10.3390/ijerph19105821 10.1049/el:20031003 10.1109/TBME.2008.2010504 10.1007/s00455-021-10350-z 10.1177/0269215515576779 10.1115/IMECE2016-66133 10.3389/fpsyt.2022.913213 10.1378/chest.129.1_suppl.154S 10.1002/mame.202100341 10.1109/JSEN.2015.2469095 10.1016/j.pmrj.2012.01.002 10.1038/s41598-018-23486-0 10.1016/j.radi.2019.10.011 10.1111/jtxs.12101 10.1109/TBME.2009.2033037 10.1177/23337214211041801 10.1177/0884533609332005 10.3390/s19112624 10.1021/acsami.1c17789 10.1007/s00455-008-9160-5 10.1016/j.bjorl.2021.03.002 10.1016/j.artmed.2007.11.007 10.1121/1.4812434 10.3390/jcm11020370 10.1002/jhm.2313 10.1016/j.compscitech.2021.108932 10.1016/j.eswa.2016.12.035 |
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Keywords | dysphagia mHealth eating disorder deglutition disorder otorhinolaryngology |
Language | English |
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References | Fukuike (ref_34) 2015; 42 Alomari (ref_5) 2022; 37 Lee (ref_36) 2009; 31 Bi (ref_32) 2016; 16 Ney (ref_13) 2009; 24 ref_56 ref_55 ref_54 Baijens (ref_9) 2016; 11 Sazonov (ref_38) 2010; 57 Chen (ref_50) 2021; 213 Khalifa (ref_43) 2020; 10 Chen (ref_51) 2021; 306 Roy (ref_10) 2007; 116 Steele (ref_15) 2015; 46 Kurihara (ref_35) 2019; 19 Robbins (ref_22) 2015; 10 Lee (ref_20) 2014; 38 Reynolds (ref_26) 2009; 24 ref_25 Skowronski (ref_40) 2013; 134 Skowronski (ref_41) 2004; 116 Hammond (ref_4) 2006; 129 Cichero (ref_45) 2017; 32 Gao (ref_52) 2021; 13 Prikladnicki (ref_17) 2021; 88 Steele (ref_46) 2019; 34 Furuya (ref_7) 2020; 47 Wirth (ref_11) 2016; 11 Constantinescu (ref_57) 2017; 26 Dudik (ref_24) 2015; 45 Amft (ref_31) 2008; 42 Rudney (ref_3) 1995; 40 Makeyev (ref_37) 2012; 7 Sejdic (ref_39) 2009; 56 ref_33 Hashimoto (ref_48) 2018; 8 Suiter (ref_19) 2008; 23 Howden (ref_12) 2004; 117 Maccarini (ref_18) 2007; 27 Takahashi (ref_27) 1994; 9 Boaden (ref_16) 2020; 26 Shem (ref_23) 2012; 4 Silva (ref_42) 2003; 39 Taveira (ref_28) 2018; 84 Afkari (ref_30) 2007; 30 Haixiang (ref_44) 2017; 73 ref_47 Bulmer (ref_1) 2021; 7 Cheung (ref_53) 2022; 13 Kulamarva (ref_6) 2020; 41 Peters (ref_29) 2022; 20 Lagarde (ref_21) 2016; 30 ref_49 ref_8 Lear (ref_2) 1965; 10 Adkins (ref_14) 2020; 18 |
References_xml | – volume: 38 start-page: 476 year: 2014 ident: ref_20 article-title: Usefulness of the simplified cough test in evaluating cough reflex sensitivity as a screening test for silent aspiration publication-title: Ann. Rehabil. Med. doi: 10.5535/arm.2014.38.4.476 – volume: 9 start-page: 54 year: 1994 ident: ref_27 article-title: Methodology for detecting swallowing sounds publication-title: Dysphagia doi: 10.1007/BF00262760 – volume: 30 start-page: 313 year: 2007 ident: ref_30 article-title: Measuring frequency of spontaneous swallowing publication-title: Australas. Phys. Eng. Sci. Med. – volume: 116 start-page: 858 year: 2007 ident: ref_10 article-title: Dysphagia in the elderly: Preliminary evidence of prevalence, risk factors, and socioemotional effects publication-title: Ann. Otol. Rhinol. Laryngol. doi: 10.1177/000348940711601112 – volume: 10 start-page: 8704 year: 2020 ident: ref_43 article-title: Non-invasive identification of swallows via deep learning in high resolution cervical auscultation recordings publication-title: Sci. Rep. doi: 10.1038/s41598-020-65492-1 – volume: 47 start-page: 977 year: 2020 ident: ref_7 article-title: Effect of dysphagia rehabilitation in patients receiving enteral nutrition at home nursing care: A retrospective cohort study publication-title: J. Oral Rehabil. doi: 10.1111/joor.13030 – volume: 34 start-page: 698 year: 2019 ident: ref_46 article-title: Development of a Non-invasive Device for Swallow Screening in Patients at Risk of Oropharyngeal Dysphagia: Results from a Prospective Exploratory Study publication-title: Dysphagia doi: 10.1007/s00455-018-09974-5 – volume: 7 start-page: 649 year: 2012 ident: ref_37 article-title: Automatic food intake detection based on swallowing sounds publication-title: Biomed. Signal Process. Control doi: 10.1016/j.bspc.2012.03.005 – volume: 26 start-page: 1296 year: 2017 ident: ref_57 article-title: Flow and grit by design: Exploring gamification in facilitating adherence to swallowing therapy publication-title: Am. J. Speech-Lang. Pathol. doi: 10.1044/2017_AJSLP-17-0040 – ident: ref_49 doi: 10.1371/journal.pone.0248770 – ident: ref_55 doi: 10.1007/978-3-642-14515-5_355 – volume: 23 start-page: 244 year: 2008 ident: ref_19 article-title: Clinical utility of the 3-ounce water swallow test publication-title: Dysphagia doi: 10.1007/s00455-007-9127-y – volume: 32 start-page: 293 year: 2017 ident: ref_45 article-title: Development of international terminology and definitions for texture-modified foods and thickened fluids used in dysphagia management: The IDDSI framework publication-title: Dysphagia doi: 10.1007/s00455-016-9758-y – volume: 11 start-page: 189 year: 2016 ident: ref_11 article-title: Oropharyngeal dysphagia in older persons–from pathophysiology to adequate intervention: A review and summary of an international expert meeting publication-title: Clin. Interv. Aging doi: 10.2147/CIA.S97481 – volume: 116 start-page: 1774 year: 2004 ident: ref_41 article-title: Exploiting independent filter bandwidth of human factor cepstral coefficients in automatic speech recognition publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.1777872 – volume: 31 start-page: 1049 year: 2009 ident: ref_36 article-title: Swallow segmentation with artificial neural networks and multi-sensor fusion publication-title: Med. Eng. Phys. doi: 10.1016/j.medengphy.2009.07.001 – volume: 45 start-page: 465 year: 2015 ident: ref_24 article-title: Dysphagia screening: Contributions of cervical auscultation signals and modern signal-processing techniques publication-title: IEEE Trans. Hum.-Mach. Syst. doi: 10.1109/THMS.2015.2408615 – volume: 20 start-page: 953 year: 2022 ident: ref_29 article-title: Best practice guidance and reporting items for the development of scoping review protocols publication-title: JBI Evid. Synth. doi: 10.11124/JBIES-21-00242 – volume: 10 start-page: 83-IN15 year: 1965 ident: ref_2 article-title: The frequency of deglutition in man publication-title: Arch. Oral Biol. doi: 10.1016/0003-9969(65)90060-9 – volume: 27 start-page: 299 year: 2007 ident: ref_18 article-title: Clinical non-instrumental evaluation of dysphagia publication-title: Acta Otorhinolaryngol. Ital. – volume: 19 start-page: 3532 year: 2019 ident: ref_35 article-title: Development of Swallowing-Movement-Sensing Device and Swallowing-State-Estimation System publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2019.2894744 – volume: 11 start-page: 1403 year: 2016 ident: ref_9 article-title: European Society for Swallowing Disorders–European Union Geriatric Medicine Society white paper: Oropharyngeal dysphagia as a geriatric syndrome publication-title: Clin. Interv. Aging doi: 10.2147/CIA.S107750 – volume: 42 start-page: 340 year: 2015 ident: ref_34 article-title: A novel automated detection system for swallowing sounds during eating and speech under everyday conditions publication-title: J. Oral Rehabil. doi: 10.1111/joor.12264 – volume: 84 start-page: 638 year: 2018 ident: ref_28 article-title: Diagnostic validity of methods for assessment of swallowing sounds: A systematic review publication-title: Braz. J. Otorhinolaryngol. doi: 10.1016/j.bjorl.2017.12.008 – ident: ref_54 doi: 10.3390/nu13114043 – volume: 41 start-page: 102501 year: 2020 ident: ref_6 article-title: Oropharyngeal dysphagia in elderly population suffering from mild cognitive impairment and mild dementia: Understanding the link publication-title: Am. J. Otolaryngol. doi: 10.1016/j.amjoto.2020.102501 – volume: 18 start-page: 1970 year: 2020 ident: ref_14 article-title: Prevalence and characteristics of dysphagia based on a population-based survey publication-title: Clin. Gastroenterol. Hepatol. doi: 10.1016/j.cgh.2019.10.029 – volume: 40 start-page: 507 year: 1995 ident: ref_3 article-title: The prediction of saliva swallowing frequency in humans from estimates of salivary flow rate and the volume of saliva swallowed publication-title: Arch. Oral Biol. doi: 10.1016/0003-9969(95)00004-9 – ident: ref_56 doi: 10.3390/ijerph19105821 – volume: 39 start-page: 1 year: 2003 ident: ref_42 article-title: Coupled microphone-accelerometer sensor pair for dynamic noise reduction in MMG signal recording publication-title: Electron. Lett. doi: 10.1049/el:20031003 – volume: 56 start-page: 1090 year: 2009 ident: ref_39 article-title: Segmentation of Dual-Axis Swallowing Accelerometry Signals in Healthy Subjects with Analysis of Anthropometric Effects on Duration of Swallowing Activities publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2008.2010504 – volume: 37 start-page: 900 year: 2022 ident: ref_5 article-title: A retrospective analysis of swallowing function and physiology in patients living with dementia publication-title: Dysphagia doi: 10.1007/s00455-021-10350-z – volume: 30 start-page: 199 year: 2016 ident: ref_21 article-title: The reliability and validity of cervical auscultation in the diagnosis of dysphagia: A systematic review publication-title: Clin. Rehabil. doi: 10.1177/0269215515576779 – ident: ref_25 doi: 10.1115/IMECE2016-66133 – volume: 13 start-page: 913213 year: 2022 ident: ref_53 article-title: Wrist accelerometry for monitoring dementia agitation behaviour in clinical settings: A scoping review publication-title: Front. Psychiatry doi: 10.3389/fpsyt.2022.913213 – volume: 117 start-page: 44 year: 2004 ident: ref_12 article-title: Management of acid-related disorders in patients with dysphagia publication-title: Am. J. Med. Suppl. – volume: 129 start-page: 154S year: 2006 ident: ref_4 article-title: Cough and aspiration of food and liquids due to oral-pharyngeal dysphagia: ACCP evidence-based clinical practice guidelines publication-title: Chest doi: 10.1378/chest.129.1_suppl.154S – volume: 306 start-page: 2100341 year: 2021 ident: ref_51 article-title: Highly Stretchable, Tough, and Conductive Ag@Cu Nanocomposite Hydrogels for Flexible Wearable Sensors and Bionic Electronic Skins publication-title: Macromol. Mater. Eng. doi: 10.1002/mame.202100341 – volume: 16 start-page: 806 year: 2016 ident: ref_32 article-title: AutoDietary: A Wearable Acoustic Sensor System for Food Intake Recognition in Daily Life publication-title: IEEE Sens. J. doi: 10.1109/JSEN.2015.2469095 – volume: 4 start-page: 283 year: 2012 ident: ref_23 article-title: Diagnostic accuracy of bedside swallow evaluation versus videofluoroscopy to assess dysphagia in individuals with tetraplegia publication-title: PMR doi: 10.1016/j.pmrj.2012.01.002 – volume: 8 start-page: 5095 year: 2018 ident: ref_48 article-title: Non-invasive quantification of human swallowing using a simple motion tracking system publication-title: Sci. Rep. doi: 10.1038/s41598-018-23486-0 – volume: 26 start-page: 154 year: 2020 ident: ref_16 article-title: Clinical practice guidelines for videofluoroscopic swallowing studies: A systematic review publication-title: Radiography doi: 10.1016/j.radi.2019.10.011 – volume: 46 start-page: 122 year: 2015 ident: ref_15 article-title: The blind scientists and the elephant of swallowing: A review of instrumental perspectives on swallowing physiology publication-title: J. Texture Stud. doi: 10.1111/jtxs.12101 – volume: 57 start-page: 626 year: 2010 ident: ref_38 article-title: Automatic Detection of Swallowing Events by Acoustical Means for Applications of Monitoring of Ingestive Behavior publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2009.2033037 – volume: 7 start-page: 23337214211041801 year: 2021 ident: ref_1 article-title: Evaluation of Spontaneous Swallow Frequency in Healthy People and Those With, or at Risk of Developing, Dysphagia: A Review publication-title: Gerontol. Geriatr. Med. doi: 10.1177/23337214211041801 – volume: 24 start-page: 395 year: 2009 ident: ref_13 article-title: Senescent swallowing: Impact, strategies, and interventions publication-title: Nutr. Clin. Pract. doi: 10.1177/0884533609332005 – ident: ref_47 doi: 10.3390/s19112624 – volume: 13 start-page: 52811 year: 2021 ident: ref_52 article-title: Flexible Stannum-Doped SrTiO3 Nanofiber Membranes for Highly Sensitive and Reliable Piezoresistive Pressure Sensors publication-title: Acs Appl. Mater. Interfaces doi: 10.1021/acsami.1c17789 – volume: 24 start-page: 13 year: 2009 ident: ref_26 article-title: Variability of swallow-associated sounds in adults and infants publication-title: Dysphagia doi: 10.1007/s00455-008-9160-5 – ident: ref_33 – volume: 88 start-page: 445 year: 2021 ident: ref_17 article-title: Protocols and assessment procedures in fiberoptic endoscopic evaluation of swallowing: An updated systematic review publication-title: Braz. J. Otorhinolaryngol. doi: 10.1016/j.bjorl.2021.03.002 – volume: 42 start-page: 121 year: 2008 ident: ref_31 article-title: Recognition of dietary activity events using on-body sensors publication-title: Artif. Intell. Med. doi: 10.1016/j.artmed.2007.11.007 – volume: 134 start-page: EL127 year: 2013 ident: ref_40 article-title: Acoustic discrimination of healthy swallows from upper airway movements publication-title: J. Acoust. Soc. Am. doi: 10.1121/1.4812434 – ident: ref_8 doi: 10.3390/jcm11020370 – volume: 10 start-page: 256 year: 2015 ident: ref_22 article-title: Bedside diagnosis of dysphagia: A systematic review publication-title: J. Hosp. Med. doi: 10.1002/jhm.2313 – volume: 213 start-page: 108932 year: 2021 ident: ref_50 article-title: Design of flexible strain sensor with both ultralow detection limit and wide sensing range via the multiple sensing mechanisms publication-title: Compos. Sci. Technol. doi: 10.1016/j.compscitech.2021.108932 – volume: 73 start-page: 220 year: 2017 ident: ref_44 article-title: Learning from class-imbalanced data: Review of methods and applications publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2016.12.035 |
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SubjectTerms | Accuracy Acoustics Alzheimer's disease Auscultation Deglutition Deglutition Disorders - diagnosis Deglutition Disorders - etiology Dysphagia Endoscopy Food Human subjects Humans Keywords Measurement techniques Older people Parkinson's disease Review Sensors Sound Stroke Swallowing Wearable computers |
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Title | Swallow Detection with Acoustics and Accelerometric-Based Wearable Technology: A Scoping Review |
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