Biofeedback, Psychology

生物反馈,心理学
  • 文章类型: Journal Article
    背景:帕金森病(PD)患者表现出异常的步态模式,影响了他们的独立性和生活质量。在所有由PD引起的步态改变中,减少步长,节奏增加,在载荷响应和推离阶段,地面反作用力的减少是最常见的。可穿戴生物反馈技术提供了提供与特定步态事件或步态表现相关的单模态或多模态刺激的可能性。从而促进受试者对步态障碍的认识。此外,步态康复在临床和家庭环境中的便携性和适用性提高了PD管理的效率.可穿戴式振动触觉双向接口(BI)是一种生物反馈设备,旨在实时提取步态特征,并与特定的步态阶段同步在PD受试者的腰部提供定制的振动触觉刺激。这项研究的目的是测量BI对步态参数的影响,通常会受到典型的缓慢运动步态的影响,并评估其在临床实践中的可用性和安全性。
    方法:在本例系列中,7名受试者(年龄:70.4±8.1岁;H&Y:2.7±0.3)使用了BI,并在10米人行道(10mWT)和两分钟步行测试(2MWT)上进行了测试,作为训练前(Pre-trn)和训练后(Post-trn)评估。步态测试在(Bf)和没有(No-Bf)生物反馈刺激激活的情况下以随机顺序进行。所有受试者进行了三个40分钟的训练课程,以在步行活动中熟悉BI。步态参数的描述性分析(即,步态速度,步长,节奏,步行距离,双重支持阶段)进行。双侧Wilcoxon符号检验用于评估Bf和No-Bf评估之间的差异(p<0.05)。
    结果:训练后受试者提高了步态速度(Pre-trn_No-Bf:0.72(0.59,0.72)m/sec;Post-trn_Bf:0.95(0.69,0.98)m/sec;p=0.043)和步长(Pre-trn_No-Bf:0.87(0.81,0.96)米;在使用生物反馈期间同样,受试者的步行距离改善(Pre-trn_No-Bf:97.5(80.3,110.8)米;Post-trn_Bf:118.5(99.3,129.3)米;p=0.028),并且双支撑阶段的持续时间减少(Pre-trn_No-Bf:29.7(26.8,31.7)%;Post-trn_Bf:27.2(2MW在Pre-trn时,以节奏(Pre-trn_No-Bf:108(103.8,116.7)步/分钟;Pre-trn_Bf:101.4(96.3,111.4)步/分钟;p=0.028)检测到BI的即时效果,和步行距离在后trn(后trn_No-Bf:112.5(97.5,124.5)米;后trn_Bf:118.5(99.3,129.3)米;p=0.043)。五个受试者的SUS得分为77.5,两个受试者的SUS得分为80.3。在安全方面,所有受试者均完成方案,未发生任何不良事件.
    结论:BI对于PD使用者似乎是可用和安全的。在提供详细结果的临床步行测试期间已经测量了时间步态参数。短期的BI训练表明PD患者的步态模式有所改善。这项研究为未来将BI整合为PD患者的临床评估和康复工具提供了初步支持。在医院和远程环境中。
    背景:研究方案已注册(DGDMF。VI/P/I.5.I.m.2/2019/1297),并由意大利卫生部医疗器械和药学服务总局以及伦巴第大区伦理委员会批准(米兰,意大利)。
    BACKGROUND: People with Parkinson\'s Disease (PD) show abnormal gait patterns compromising their independence and quality of life. Among all gait alterations due to PD, reduced step length, increased cadence, and decreased ground-reaction force during the loading response and push-off phases are the most common. Wearable biofeedback technologies offer the possibility to provide correlated single or multi-modal stimuli associated with specific gait events or gait performance, hence promoting subjects\' awareness of their gait disturbances. Moreover, the portability and applicability in clinical and home settings for gait rehabilitation increase the efficiency in the management of PD. The Wearable Vibrotactile Bidirectional Interface (BI) is a biofeedback device designed to extract gait features in real-time and deliver a customized vibrotactile stimulus at the waist of PD subjects synchronously with specific gait phases. The aims of this study were to measure the effect of the BI on gait parameters usually compromised by the typical bradykinetic gait and to assess its usability and safety in clinical practice.
    METHODS: In this case series, seven subjects (age: 70.4 ± 8.1 years; H&Y: 2.7 ± 0.3) used the BI and performed a test on a 10-meter walkway (10mWT) and a two-minute walk test (2MWT) as pre-training (Pre-trn) and post-training (Post-trn) assessments. Gait tests were executed in random order with (Bf) and without (No-Bf) the activation of the biofeedback stimulus. All subjects performed three training sessions of 40 min to familiarize themselves with the BI during walking activities. A descriptive analysis of gait parameters (i.e., gait speed, step length, cadence, walking distance, double-support phase) was carried out. The 2-sided Wilcoxon sign-test was used to assess differences between Bf and No-Bf assessments (p < 0.05).
    RESULTS: After training subjects improved gait speed (Pre-trn_No-Bf: 0.72(0.59,0.72) m/sec; Post-trn_Bf: 0.95(0.69,0.98) m/sec; p = 0.043) and step length (Pre-trn_No-Bf: 0.87(0.81,0.96) meters; Post-trn_Bf: 1.05(0.96,1.14) meters; p = 0.023) using the biofeedback during the 10mWT. Similarly, subjects\' walking distance improved (Pre-trn_No-Bf: 97.5 (80.3,110.8) meters; Post-trn_Bf: 118.5(99.3,129.3) meters; p = 0.028) and the duration of the double-support phase decreased (Pre-trn_No-Bf: 29.7(26.8,31.7) %; Post-trn_Bf: 27.2(24.6,28.7) %; p = 0.018) during the 2MWT. An immediate effect of the BI was detected in cadence (Pre-trn_No-Bf: 108(103.8,116.7) step/min; Pre-trn_Bf: 101.4(96.3,111.4) step/min; p = 0.028) at Pre-trn, and in walking distance at Post-trn (Post-trn_No-Bf: 112.5(97.5,124.5) meters; Post-trn_Bf: 118.5(99.3,129.3) meters; p = 0.043). SUS scores were 77.5 in five subjects and 80.3 in two subjects. In terms of safety, all subjects completed the protocol without any adverse events.
    CONCLUSIONS: The BI seems to be usable and safe for PD users. Temporal gait parameters have been measured during clinical walking tests providing detailed outcomes. A short period of training with the BI suggests improvements in the gait patterns of people with PD. This research serves as preliminary support for future integration of the BI as an instrument for clinical assessment and rehabilitation in people with PD, both in hospital and remote environments.
    BACKGROUND: The study protocol was registered (DGDMF.VI/P/I.5.i.m.2/2019/1297) and approved by the General Directorate of Medical Devices and Pharmaceutical Service of the Italian Ministry of Health and by the ethics committee of the Lombardy region (Milan, Italy).
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  • 文章类型: Case Reports
    几种外科手术用于治疗脑瘫的前臂动态内旋位置和手腕屈曲畸形。探讨了旋前转转位的术后结果,而专门设计的术后物理治疗及其结局有限。在这里,我们介绍了一个病例,在该病例中,在旋前肌改道后,评估了肌电生物反馈(EMG-BF)训练的结果,并评估了肱臂肌腱向桡侧腕骨短伸肌腱转移联合旋转截骨术的结果.峰值增加,而干预后肌肉的静息值下降。运动范围,手功能,手动能力,功能独立,生活质量水平得到改善。总之,EMG生物反馈训练可能对旋臂和肱臂的神经肌肉控制具有积极作用。自由使用上肢和改善的动手能力对患者的活动和生活质量有积极影响。
    Several surgical procedures are used to treat dynamic pronation position of the forearm and flexion deformity of the wrist in cerebral palsy. Postoperative results of pronator teres rerouting were explored, while specially designed postoperative physiotherapy and its outcomes were limited. Herein, we present a case in whom the outcomes of electromyographic biofeedback (EMG-BF) training were assessed after pronator teres rerouting and brachioradialis tendon to extensor carpi radialis brevis tendon transfer combined with derotation osteotomy. The peak value increased, while the resting value decreased for the muscles after the intervention. Range of motion, hand function, manual ability, functional independence, and quality of life levels were improved. In conclusion, EMG biofeedback training may have a positive effect on neuromuscular control of pronator teres and brachioradialis. Free use of the upper extremity and improved manual ability positively affect the activity and quality of life of the patients.
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  • 文章类型: Case Reports
    我们探索了单节神经肌肉生物反馈对运动单位特性的影响的第一个证据,神经肌肉激活,和跟腱(AT)长度在接受AT手术修复后12天。我们假设立即的神经肌肉生物反馈可增强运动单位特性和激活,而不会引起AT延长。经过12天的AT手术修复,在神经肌肉生物反馈干预(表面肌电图(sEMG)和超声检查)之前和之后,对58岁的男性进行了内侧腓肠肌(MG)运动单位分解,涉及未复位的足底屈曲。分析包括运动单位种群属性,sEMG振幅,力范式,和长度。增加了MG汽车机组的招募,峰值和平均点火速率,变异系数,和sEMG振幅,并降低了修复后的AT肢体的招募和退招募阈值。未受伤的肢体增加了运动单元的招募,并降低了变异系数,峰值和平均点火速率,脉冲间间隔,退伍阈值和sEMG振幅。AT长度在修复的AT和未受伤的肢体中经历了-0.4和0.3cm的变化,分别。AT手术后12天的这种单次神经肌肉生物反馈显示,当在修复的AT肢体中进行无阻力的足底屈曲时,运动单位特性和激活增强,而没有AT延长的迹象。
    We explored the first evidence of a single-session neuromuscular biofeedback effect on motor unit properties, neuromuscular activation, and the Achilles tendon (AT) length 12 days after undergoing AT surgical repair. We hypothesized that immediate neuromuscular biofeedback enhances motor unit properties and activation without causing AT lengthening. After 12 days AT surgical repair, Medial Gastrocnemius (MG) motor unit decomposition was performed on a 58-year-old male before and after a neuromuscular biofeedback intervention (surface electromyography (sEMG) and ultrasonography), involving unressited plantar flexion. The analysis included motor unit population properties, sEMG amplitude, force paradigm, and AT length. There were increased MG motor unit recruitment, peak and average firing rate, coefficient of variation, and sEMG amplitude, and decreased recruitment and derecruitment threshold in the repaired AT limb. The non-injured limb increased the motor unit recruitment, and decreased the coefficient of variation, peak and average firing rate, inter-pulse interval, derecruitment threshold and sEMG amplitude. The AT length experienced -0.4 and 0.3 cm changes in the repaired AT and non-injured limb, respectively. This single-session neuromuscular biofeedback 12 days after AT surgery shows evidence of enhanced motor unit properties and activation without signs of AT lengthening when unresisted plantar flexion is performed in the repaired AT limb.
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  • 文章类型: Case Reports
    单受试者病例设计目的:评估自体反馈训练(AFTE)对自主神经系统反应的影响。
    AUTE将特定的自体运动与多种生理反应的生物反馈相结合。最初由美国国家航空航天局(NASA)开发,AFTE用于改善宇航员的飞行后体位不耐受和晕动病。患有颈椎或上胸椎脊髓损伤(SCI)的人通常会出现类似于宇航员的自主神经功能障碍症状。我们假设AFTE挑战神经系统压力反射,SCI后胃和血管反应经常受损。
    使用修改后的AFTE协议,我们对一名低血压女性参与者进行了宫颈完全运动(C5/6-AISA)SCI训练,一名男性非损伤对照参与者(NI)并测量了血压(BP),心率(HR),胃电活动,和微血管血容量之前,在AFTE期间和之后。参与者被指示完成呼吸和图像练习,以帮助放松。随后,他们被指示在唤醒试验期间使用压力图像和呼吸练习.
    两位参与者完成了8个疗程,每个疗程约45分钟。从刺激周期的开始到结束,微血管血容量减少23%(SCI)和54%(NI)。SCI参与者逐渐变得血压更正常,胃电活动水平提高,而NI参与者的HR变化,胃电活动,和BP是微不足道的。
    AUTE可能提供一种新的非药物干预措施,以减少SCI患者自主神经失调的症状。
    Single-subject case design OBJECTIVE: To evaluate the Autogenic Feedback Training Exercise (AFTE) on autonomic nervous system responses.
    AFTE combines specific autogenic exercises with biofeedback of multiple physiological responses. Originally developed by the National Aeronautics and Space Administration (NASA), AFTE is used to improve post-flight orthostatic intolerance and motion sickness in astronauts. Individuals with cervical or upper thoracic spinal cord injury (SCI) often present symptoms of autonomic dysfunction similar to astronauts. We hypothesize that AFTE challenges nervous system baroreflex, gastric and vascular responses often impaired after SCI.
    Using a modified AFTE protocol, we trained a hypotensive female participant with cervical motor complete (C5/6-AIS A) SCI, and a male non-injured control participant (NI) and measured blood pressure (BP), heart rate (HR), gastric electrical activity, and microvascular blood volume before, during and after AFTE. The participants were instructed to complete breathing and imagery exercises to help facilitate relaxation. Subsequently, they were instructed to use stressful imagery and breathing exercises during arousal trials.
    Both participants completed 8 sessions of approximately 45 min each. Microvascular blood volume decreased 23% (SCI) and 54% (NI) from the beginning to the end of the stimulation cycles. The participant with SCI became progressively more normotensive and improved levels of gastric electrical activity, while the NI participant\'s changes in HR, gastric electrical activity, and BP were negligible.
    AFTE may offer a novel non-pharmacologic intervention to minimize symptoms of dysautonomia in people with SCI.
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  • 文章类型: Case Reports
    Myotherapy intervention in facial aesthetics aims to attenuate wrinkles and signs of facial aging. The relationship between accentuated muscle contraction during chewing, swallowing and speaking and the appearance of facial wrinkles has been suggested by speech-language pathology literature. This study aimed to report the effect of electromyographic biofeedback associated with training of chewing, swallowing, and smiling patterns, during speech therapy intervention aimed at reducing the signs of facial wrinkles and furrows, in a 55-year-old woman. The therapy also included isotonic and isometric exercises and clinical procedures to decrease the contraction of facial mimicry muscles, which were not associated with training using electromyographic biofeedback. Signal collection and training were performed using the Biotrainer software on the New Miotool Face by Miotec, over nine weekly sessions. Two assessments were performed (before and after the nine sessions), using the MBGR Protocol (assessment of chewing, swallowing, and smiling) and validated scales described in the literature (assessment of signs of facial aging). In the reported case, the usefulness of electromyographic biofeedback was verified for learning trained orofacial myofunctional patterns, as well as to improve chewing and swallowing functions and decrease signs of facial aging. However, further research is needed to demonstrate the positive effects of electromyographic biofeedback associated with myofunctional therapy aimed at attenuating the signs of facial aging.
    A intervenção mioterápica em estética facial tem como meta atenuar rugas e sinais de envelhecimento facial. A relação entre contração exagerada dos músculos durante a mastigação, deglutição e comunicação oral e aparecimento de rugas faciais é preconizada na literatura fonoaudiológica neste campo de atuação. Este estudo teve por objetivo relatar o efeito da utilização do biofeedback eletromiográfico associado ao treinamento dos padrões de mastigação, deglutição e sorriso, durante intervenção fonoaudiológica direcionada à atenuação de rugas e sulcos faciais, em mulher de 55 anos de idade. O programa terapêutico incluiu exercícios isotônicos, isométricos e procedimentos clínicos para diminuir a contração dos músculos mímicos faciais, que não foram associados ao treinamento com biofeedback eletromiográfico. A coleta de sinais e o treinamento com o software Biotrainer foram realizados com o aparelho New Miotool Face (Miotec) em nove sessões realizadas semanalmente. Foram realizadas duas avaliações (antes e após as nove sessões), por meio do Protocolo MBGR (avaliação da mastigação, deglutição e sorriso) e de escalas validadas descritas na literatura (avaliação dos sinais de envelhecimento facial). No caso descrito, constatou-se o efeito adjuvante do biofeedback eletromiográfico no aprendizado dos padrões miofuncionais orofaciais treinados, como também, a melhoria das funções mastigação e deglutição e a diminuição dos sinais de envelhecimento facial. Porém, são necessárias pesquisas mais robustas que comprovem efeitos positivos do biofeedback eletromiográfico associado à terapia miofuncional direcionada a atenuar os sinais de envelhecimento facial.
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  • 文章类型: Journal Article
    UNASSIGNED:本案例系列的目的是研究基于振动触觉肌电图的生物反馈(BF)作为一种基于家庭的干预工具的可行性,以增强日常运动活动中的感觉信息,并探讨其在痉挛型脑瘫(CP)儿童步态过程中引起踝关节活动范围变化的有效性。
    UNASSIGNED:招募了10名6至13岁患有痉挛型CP的儿童。参与者在踝关节和膝关节肌肉上每天佩戴两个基于EMG的振动触觉BF设备至少4小时,为期1个月。该设备计算目标肌肉的EMG信号的幅度,并启动与EMG幅度成正比的无声振动电机。
    UNASSIGNED:我们的结果证明了增强肌肉活动的感觉信息在步态过程中引起踝关节活动范围变化的可行性,与不进行治疗的一个月相比,增加了8.9%至51.6%。
    UNASSIGNED:本病例系列的初步发现证明了基于振动触觉EMG的BF的可行性,并建议了增加踝关节活动范围的潜在有效性,因此,作为改善痉挛型CP患儿步态的有希望的治疗工具。
    The objective of this case series was to examine the feasibility of vibrotactile EMG-based biofeedback (BF) as a home-based intervention tool to enhance sensory information during everyday motor activities and to explore its effectiveness to induce changes in active ankle range of motion during gait in children with spastic cerebral palsy (CP).
    Ten children ages 6 to 13 years with spastic CP were recruited. Participants wore two EMG-based vibro-tactile BF devices for at least 4 hours per day for 1-month on the ankle and knee joints muscles. The device computed the amplitude of the EMG signal of the target muscle and actuated a silent vibration motor proportional to the magnitude of the EMG.
    Our results demonstrated the feasibility of the augmented sensory information of muscle activity to induce changes of the active ankle range of motion during gait for 6 children with an increase ranging from 8.9 to 51.6% compared to a one-month period without treatment.
    Preliminary findings of this case series demonstrate the feasibility of vibrotactile EMG-based BF and suggest potential effectiveness to increase active ankle range of motion, therefore serving as a promising therapeutic tool to improve gait in children with spastic CP.
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  • 文章类型: Case Reports
    神经源性膀胱和肠功能障碍导致身体,社会,和情绪残疾,影响一个人的生活质量。最初的治疗是保守的,包括几种康复技术,如盆底肌肉训练,生物反馈,电刺激,和胫骨后神经刺激.
    在此案例报告中,1例45岁女性患者出现神经源性膀胱和肠功能障碍.
    她的尿失禁和大便失禁症状在这一护理事件发生前20年开始,继发于脊髓室管膜瘤和脊髓空洞症的不完全脊髓损伤后。由于副作用,她停止了药物治疗,并停止了间歇性导尿。实施了多模式骨盆康复计划,包括胫骨后神经刺激,积极的盆底肌肉训练伴随着生物反馈,和电刺激盆底肌肉。
    在King\的健康问卷评分中存在临床上重要的有利差异(症状严重程度从25降低到18以及失禁的每种影响,身体和社会的限制,个人关系,睡眠/能量,和从100到67的严重性措施),多模式骨盆康复计划12周后,盆底窘迫清单(从257下降至146)和女性性功能指数(从15.1上升至25.1)。手动肌肉测试表明盆底肌肉力量和耐力得到改善。
    一项为期12周的多模式骨盆康复计划减少了尿失禁和大便失禁症状,以及改善她的性生活和缓解神经性疼痛。
    UNASSIGNED: Neurogenic bladder and bowel dysfunctions lead to physical, social, and emotional disability and affects one\'s quality of life. Initial treatment is conservative including several rehabilitation techniques such as pelvic floor muscle training, biofeedback, electrical stimulation, and posterior tibial nerve stimulation.
    UNASSIGNED: In this case report, a 45-year-old woman with neurogenic bladder and bowel dysfunction was presented.
    UNASSIGNED: Her urinary and fecal incontinence symptoms began twenty years before this episode of care, after an incomplete spinal cord injury secondary to spinal ependymoma and syringomyelia. She discontinued medical treatments due to side effects and ceased intermittent catheterization. A multimodal pelvic rehabilitation program was administered consisting of posterior tibial nerve stimulation, active pelvic floor muscle training accompanied by biofeedback, and electrical stimulation of pelvic floor muscles.
    UNASSIGNED: There were clinically important favorable differences in the scores of King\'s health questionnaire (reductions in symptom severity from 25 to 18 and in each of the impact of incontinence, physical and social limitations, personal relationships, sleep/energy, and severity measures from 100 to 67), pelvic floor distress inventory (decreased from 257 to 146) and female sexual function index (increased from 15.1 to 25.1) after 12 weeks of a multimodal pelvic rehabilitation program. Manual muscle tests demonstrated improvements in pelvic floor muscle strength and endurance.
    UNASSIGNED: A 12-week multimodal pelvic rehabilitation program reduced urinary and fecal incontinence symptoms, together with improvements in her sexual life and alleviation of neuropathic pain.
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  • 文章类型: Journal Article
    目的比较不同生物反馈类型的研究可能会导致对那些有残余言语错误的人的个性化治疗。这项研究检查了对超声和视觉-声学生物反馈的治疗内反应,以及对未经训练的单词的概括,对于影响美式英语rhotic//的错误。我们调查了某些儿童在超声或视觉-声学生物反馈过程中是否表现出//更大的改善。每个参与者都接受两种生物反馈类型。治疗反应的个体预测因子(即,年龄,听觉感知技能,口腔体感技能,和成长心态)也进行了探索。方法对7名年龄在9-16岁之间的残余痔疮患儿进行10次治疗访视。每次访问包括两个条件:45分钟的超声生物反馈和45分钟的视觉-声学生物反馈。在单例实验设计中,生物反馈条件的顺序是随机的。在实践过程中,通过对选定的非生物反馈产品进行声学测量(归一化的F3-F2差异)来评估//的采集。通过声学测量和预处理/后处理探针的感知等级来评估//的概括。结果五名参与者在联合治疗包中表现出练习单词的习得。三名参与者在治疗后探针上对未治疗的单词表现出临床上显着的泛化程度。随机测试表明,一位参与者在视觉声学方面比超声生物反馈具有显着的优势。在治疗后,参与者对//-/w/识别任务的听觉-知觉敏锐度被确定为可能与泛化相关。结论大多数参与者在超声和视觉声学条件之间的声学产生没有统计学上的显着差异。但一名参与者在视觉-声学生物反馈过程中显示出//的更大改善。补充材料https://doi.org/10.23641/asha.14881101。
    Purpose Research comparing different biofeedback types could lead to individualized treatments for those with residual speech errors. This study examines within-treatment response to ultrasound and visual-acoustic biofeedback, as well as generalization to untrained words, for errors affecting the American English rhotic /ɹ/. We investigated whether some children demonstrated greater improvement in /ɹ/ during ultrasound or visual-acoustic biofeedback. Each participant received both biofeedback types. Individual predictors of treatment response (i.e., age, auditory-perceptual skill, oral somatosensory skill, and growth mindset) were also explored. Method Seven children ages 9-16 years with residual rhotic errors participated in 10 treatment visits. Each visit consisted of two conditions: 45 min of ultrasound biofeedback and 45 min of visual-acoustic biofeedback. The order of biofeedback conditions was randomized within a single-case experimental design. Acquisition of /ɹ/ was evaluated through acoustic measurements (normalized F3-F2 difference) of selected nonbiofeedback productions during practice. Generalization of /ɹ/ was evaluated through acoustic measurements and perceptual ratings of pretreatment/posttreatment probes. Results Five participants demonstrated acquisition of practiced words during the combined treatment package. Three participants demonstrated a clinically significant degree of generalization to untreated words on posttreatment probes. Randomization tests indicated one participant demonstrated a significant advantage for visual-acoustic over ultrasound biofeedback. Participants\' auditory-perceptual acuity on an /ɹ/-/w/ identification task was identified as a possible correlate of generalization following treatment. Conclusions Most participants did not demonstrate a statistically significant difference in acoustic productions between the ultrasound and visual-acoustic conditions, but one participant showed greater improvement in /ɹ/ during visual-acoustic biofeedback. Supplemental Material https://doi.org/10.23641/asha.14881101.
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  • 文章类型: Clinical Trial
    心率变异性(HRV)生物反馈的科学研究受到某些方法学问题的困扰,如缺乏一致的训练质量和逼真度评估或模拟干预的控制条件。在本研究中,提出了一种新的假HRV-生物反馈训练作为可靠的控制条件,与真正的训练没有区别。训练产量效率指数(YETI),基于训练期间心率频谱分布的定量测量,建议进行培训质量评估。提出了一种基于平均YETI指数及其标准偏差(YETISD)的两步分类过程得出的训练保真度标准。我们分了57个年轻人,健康志愿者分为两组,每人接受20次真实或假HRV生物反馈。五个标准HRV度量(NN的标准偏差(SDNN),NN标准偏差的均方根(RMSSD),总功率,低频(LF),和高频(HF)功率)在基线处收集,在10和20个疗程后进行方差分析.训练保真度准则的应用改善了样本的同质性,导致所有考虑的HRV指数的组效果大小和训练相互作用的大幅增加。方法修正案的应用,包括适当的控制条件(如假训练)和训练质量和保真度的定量评估,大大提高了对培训效果的分析。尽管以HRV-生物反馈为例,这种方法应该同样有利于与人体许多心理生理机制相互作用的其他行为训练程序。
    Scientific research on heart rate variability (HRV) biofeedback is burdened by certain methodological issues, such as lack of consistent training quality and fidelity assessment or control conditions that would mimic the intervention. In the present study, a novel sham HRV-biofeedback training was proposed as a credible control condition, indistinguishable from the real training. The Yield Efficiency of Training Index (YETI), a quantitative measure based on the spectral distribution of heart rate during training, was suggested for training quality assessment. A training fidelity criterion derived from a two-step classification process based on the average YETI index and its standard deviation (YETISD) was suggested. We divided 57 young, healthy volunteers into two groups, each subjected to 20 sessions of either real or sham HRV-biofeedback. Five standard HRV measures (standard deviation of the NN (SDNN), root mean square of the standard deviation of the NN (RMSSD), total power, low-frequency (LF), and high-frequency (HF) power) collected at baseline, after 10 and 20 sessions were subjected to analysis of variance. Application of a training fidelity criterion improved sample homogeneity, resulting in a substantial gain in effect sizes of the group and training interactions for all considered HRV indices. Application of methodological amendments, including proper control conditions (such as sham training) and quantitative assessment of training quality and fidelity, substantially improves the analysis of training effects. Although presented on the example of HRV-biofeedback, this approach should similarly benefit other behavioral training procedures that interact with any of the many psychophysiological mechanisms in the human body.
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  • 文章类型: Journal Article
    机器学习模型被用于向进行物理治疗的患者提供可穿戴的基于传感器的运动生物反馈。然而,大多数系统在技术层面使用基于实验室的交叉验证方法进行验证。这些结果不一定反映患者和临床医生在现实环境中可以期望的性能水平。本研究旨在对从实验室测试到目标设置的临床验证的示例可穿戴运动生物反馈系统进行全面评估。说明验证此类系统时上下文的重要性。独立评估系统的各个组件,然后在系统设计部署时进行组合。结果显示,基于实验室的交叉验证之间的整体系统准确性降低(>94%),在目标设置(>75%)中对健康参与者(n=10)进行测试,通过从临床队列收集的测试数据(n=11)(>59%)。这项研究表明,对基于实验室的验证方法的依赖可能会误导基于惯性传感器的运动生物反馈部门的关键利益相关者,为临床医生提出建议,开发人员和研究人员,并讨论了在每个评估阶段可能影响系统性能的因素。
    Machine learning models are being utilized to provide wearable sensor-based exercise biofeedback to patients undertaking physical therapy. However, most systems are validated at a technical level using lab-based cross validation approaches. These results do not necessarily reflect the performance levels that patients and clinicians can expect in the real-world environment. This study aimed to conduct a thorough evaluation of an example wearable exercise biofeedback system from laboratory testing through to clinical validation in the target setting, illustrating the importance of context when validating such systems. Each of the various components of the system were evaluated independently, and then in combination as the system is designed to be deployed. The results show a reduction in overall system accuracy between lab-based cross validation (>94%), testing on healthy participants (n = 10) in the target setting (>75%), through to test data collected from the clinical cohort (n = 11) (>59%). This study illustrates that the reliance on lab-based validation approaches may be misleading key stakeholders in the inertial sensor-based exercise biofeedback sector, makes recommendations for clinicians, developers and researchers, and discusses factors that may influence system performance at each stage of evaluation.
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