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 inInternational journal of environmental research and public health Vol. 20; no. 1; p. 170
Main Authors So, Bryan Pak-Hei, Chan, Tim Tin-Chun, Liu, Liangchao, Yip, Calvin Chi-Kong, Lim, Hyo-Jung, Lam, Wing-Kai, Wong, Duo Wai-Chi, Cheung, Daphne Sze Ki, Cheung, James Chung-Wai
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Published Switzerland MDPI AG 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.
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
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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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Snippet Swallowing disorders, especially dysphagia, might lead to malnutrition and dehydration and could potentially lead to fatal aspiration. Benchmark swallowing...
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StartPage 170
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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