دورية أكاديمية
أعرض في EDS

Detecting Psychological Interventions Using Bilateral Electromyographic Wearable Sensors.

التفاصيل البيبلوغرافية
العنوان: Detecting Psychological Interventions Using Bilateral Electromyographic Wearable Sensors.
المؤلفون: Veeranki YR; Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA., Garcia-Retortillo S; Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC 27109, USA., Papadakis Z; College of Health and Wellness, Barry University, Miami Shores, FL 33168, USA., Stamatis A; Health and Sport Sciences, University of Louisville, Louisville, KY 40292, USA.; Sports Medicine Institute, University of Louisville Health, Louisville, KY 40208, USA., Appiah-Kubi KO; Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA., Locke E; Department of Public Health, Yale University, New Haven, CT 06520, USA., McCarthy R; Department of Biology, Clarkson University, Potsdam, NY 13699, USA.; Department of Psychology, Clarkson University, Potsdam, NY 13699, USA., Torad AA; Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA.; Faculty of Physical Therapy, Kafrelsheik University, Kafr El Sheik 33516, Egypt., Kadry AM; Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA.; Faculty of Physical Therapy, Kafrelsheik University, Kafr El Sheik 33516, Egypt., Elwan MA; Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA.; Faculty of Physical Therapy, Beni-Suef University, Beni-Suef 62521, Egypt., Boolani A; Department of Aeronautical and Mechanical Engineering, Clarkson University, Potsdam, NY 13699, USA., Posada-Quintero HF; Department of Biomedical Engineering, University of Connecticut, Storrs, CT 06269, USA.
المصدر: Sensors (Basel, Switzerland) [Sensors (Basel)] 2024 Feb 22; Vol. 24 (5). Date of Electronic Publication: 2024 Feb 22.
نوع المنشور: Journal Article
اللغة: English
بيانات الدورية: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
أسماء مطبوعة: Original Publication: Basel, Switzerland : MDPI, c2000-
مواضيع طبية MeSH: Muscle Contraction*/physiology , Wearable Electronic Devices*, Psychosocial Intervention ; Electromyography ; Neck Muscles/physiology
مستخلص: This study investigated the impact of auditory stimuli on muscular activation patterns using wearable surface electromyography (EMG) sensors. Employing four key muscles (Sternocleidomastoid Muscle (SCM), Cervical Erector Muscle (CEM), Quadricep Muscles (QMs), and Tibialis Muscle (TM)) and time domain features, we differentiated the effects of four interventions: silence, music, positive reinforcement, and negative reinforcement. The results demonstrated distinct muscle responses to the interventions, with the SCM and CEM being the most sensitive to changes and the TM being the most active and stimulus dependent. Post hoc analyses revealed significant intervention-specific activations in the CEM and TM for specific time points and intervention pairs, suggesting dynamic modulation and time-dependent integration. Multi-feature analysis identified both statistical and Hjorth features as potent discriminators, reflecting diverse adaptations in muscle recruitment, activation intensity, control, and signal dynamics. These features hold promise as potential biomarkers for monitoring muscle function in various clinical and research applications. Finally, muscle-specific Random Forest classification achieved the highest accuracy and Area Under the ROC Curve for the TM, indicating its potential for differentiating interventions with high precision. This study paves the way for personalized neuroadaptive interventions in rehabilitation, sports science, ergonomics, and healthcare by exploiting the diverse and dynamic landscape of muscle responses to auditory stimuli.
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معلومات مُعتمدة: GSP-P-120, GSP-P-119, GSP-T-204 U.S.A.I.D
فهرسة مساهمة: Keywords: auditory stimuli; classification; psychological interventions; surface electromyography; wearable sensors
تواريخ الأحداث: Date Created: 20240313 Date Completed: 20240314 Latest Revision: 20240315
رمز التحديث: 20240315
مُعرف محوري في PubMed: PMC10934474
DOI: 10.3390/s24051425
PMID: 38474961
قاعدة البيانات: MEDLINE
الوصف
تدمد:1424-8220
DOI:10.3390/s24051425