Social Communication Disorder

社会交往障碍
  • 文章类型: Journal Article
    Dravet综合征(DS)呈现了以癫痫为特征的多方面临床表现,在整个发育过程中发展的认知障碍和行为障碍。行为障碍包括社会关系和沟通障碍,经常被诊断为自闭症谱系障碍。这项研究的重点是全面评估和比较43名患有Dravet综合征的儿童的社会交流状况,30名患有1级自闭症谱系障碍的儿童,36具有社会(语用)沟通障碍,和18岁的智力残疾。使用经过验证的工具,如儿童自闭症频谱测试和儿童沟通清单,描绘了不同的社会交往缺陷模式。我们的发现表明,患有Dravet综合征的儿童在社会关系中遇到挑战,主要是由于语用语言的使用困难。与ASD相比,兴趣范围和社交互动等领域受到的影响较小,强调条件之间的不同概况。虽然有DS和ID的儿童可能有类似的智力功能,DS中不同的社会交往缺陷表明它们在ID以外的DS表型中的作用。这些结果强调了DS独特的社交交流特征,并强调了量身定制的干预措施和深入的表型努力对于有效的DS管理的重要性。
    Dravet syndrome (DS) presents a multifaceted clinical picture marked by epilepsy, cognitive impairments and behavioral disorders that progresses throughout development. Behavioral disorders include impairments in social relationships and communication, with frequent diagnosis of autism spectrum disorder. This study focused on comprehensively evaluating and comparing social communication profiles among a group of 43 children with Dravet syndrome, 30 children with level 1 autism spectrum disorder, 36 with social (pragmatic) communication disorder, and 18 with intellectual disability. Using validated tools like the Childhood Autism Spectrum Test and Children\'s Communication Checklist, distinct patterns of social communication deficits were delineated. Our findings indicate that children with Dravet syndrome experience challenges in social relationships, primarily due to difficulties in use of pragmatic language. Areas such as range of interests and social interaction are less affected compared to those with ASD, emphasizing differing profiles between the conditions. While children with DS and ID may have similar intellectual functioning, the different social communication deficits in DS indicate their role in the DS phenotype beyond ID. These results underscore the unique social communication profile of DS and emphasizes the importance of tailored interventions and deep phenotyping efforts for effective DS management.
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  • 文章类型: Journal Article
    中央连贯性是处理传入信息并赋予其意义的正常趋势,同时考虑到该信息的上下文或全局视图。
    我们评估了252名6至11岁智力正常的学童的中心相干性。我们比较了两组的表现:(a)对照组(n=194),和(b)临床组(n=58),包括NVLD+ADHD儿童(n=24),仅ADHD(n=16),SCD(n=8)和1ASD水平(n=10)(计算Kluskall-WallisH和Mann-WhitneyU,以在组内和成对之间进行比较)。研究了药物的作用(Student\'st检验)。
    NVLD+ADHD,SCD与ASD1组显示弱中枢相干性。ADHD组表现正常,与NVLD+ADHD组有显著差异。
    中央相干缺陷并非ASD1独有:它也表征了NVLD和SCD。
    UNASSIGNED: Central coherence is the normal tendency to process and give meaning to incoming information taking into account the context or global view of that information.
    UNASSIGNED: We assessed the central coherence of 252 school children of normal intelligence between 6 and 11 years old. We compared the performance of two groups: (a) a control group (n = 194), and (b) a clinical group (n = 58) comprising children with NVLD+ADHD (n = 24), ADHD alone (n = 16), SCD (n = 8) and level-1ASD (n = 10) (Kluskall-Wallis H and Mann-Whitney U were calculated to make comparisons within groups and between pairs of groups). The effects of medication were studied (Student\'s t test).
    UNASSIGNED: The NVLD+ADHD, SCD and ASD1 groups showed weak central coherence. The performance of the ADHD group was normal and differed significantly from the NVLD+ADHD group.
    UNASSIGNED: Central coherence deficit was not exclusive to ASD1: it also characterizes NVLD and SCD.
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  • 文章类型: Journal Article
    脆性X信使核糖核蛋白-1(FMR1)前突变(FXpm)是一种在普通人群中常见的遗传变异,并与成年后的健康症状和疾病相关。然而,儿童期对临床表型的认识不足阻碍了筛查和干预临床实践指南的制定.鉴于在FXpm的成年人中广泛记录了社会沟通困难,并且与心理社会功能降低有关,本研究旨在表征FXpm在幼儿期的交流特征.
    通过级联测试(89%)或出生时筛查(11%)确定的18名FXpm儿童与21名匹配的典型发育儿童进行了比较,2-4岁。参与者完成了语言(早期学习的Mullen量表)和自适应交流(VinelandAdaptiveBehaviorScales-II)的标准化评估。使用《社会传播变化的简要观察》从半自然主义的互动样本中对社会传播进行了评级。
    FXpm的儿童表现出延迟的社会交往发展,群体差异的大小突出了社会交流,这是一个将FXpm儿童与同龄人区分开来的特征(p=.046,ηp2=.12)。两组在标准化语言和适应性沟通措施上没有差异(ps>.297,ηp2s<.03)。
    早期筛查和治疗社交延迟可能是优化FXpm儿童预后的关键。需要进一步的研究来复制更大样本中的发现,在FXpm中描绘整个生命周期中社会交往困难的轨迹和后果,并确定FMR1作为一般人群中发育沟通差异的中介者的潜在流行病学意义。
    UNASSIGNED: The Fragile X Messenger Ribonucleoprotein-1 (FMR1) premutation (FXpm) is a genetic variant that is common in the general population and is associated with health symptoms and disease in adulthood. However, poor understanding of the clinical phenotype during childhood has hindered the development of clinical practice guidelines for screening and intervention. Given that social communication difficulties have been widely documented in adults with the FXpm and are linked with reduced psychosocial functioning, the present study aimed to characterize the communication profile of the FXpm during early childhood.
    UNASSIGNED: Eighteen children with the FXpm who were identified through cascade testing (89%) or screening at birth (11%) were compared to 21 matched typically developing children, aged 2-4 years. Participants completed standardized assessments of language (Mullen Scales of Early Learning) and adaptive communication (Vineland Adaptive Behavior Scales-II). Social communication was rated from seminaturalistic interaction samples using the Brief Observation of Social Communication Change.
    UNASSIGNED: Children with the FXpm showed delayed social communication development, with the magnitude of group differences highlighting social communication as a feature that distinguishes children with the FXpm from their peers (p = .046, ηp2 = .12). The groups did not differ on the standardized language and adaptive communication measures (ps > .297, ηp2s < .03).
    UNASSIGNED: Early screening and treatment of social communication delays may be key to optimizing outcomes for children with the FXpm. Further research is needed to replicate findings in a larger sample, delineate the trajectory and consequences of social communication difficulties across the life span in the FXpm, and determine the potential epidemiological significance of FMR1 as a mediator of developmental communication differences within the general population.
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  • 文章类型: Clinical Trial Protocol
    背景:许多儿童在社交方面遇到困难,这对他们的心理健康有长期的有害影响,社会发展和教育。E-PLAYS-2研究将测试旨在支持此类儿童的干预措施(\'E-PLAYS\')。E-PLAYS使用二元计算机游戏来开发协作和沟通技巧。作者的初步研究表明,E-PLAYS可以改善社交障碍儿童的沟通测试成绩和观察到的合作行为。这里描述的研究是一项决定性的试验,旨在测试学校助教提供的E-PLAYS的有效性和成本效益。
    方法:E-PLAYS-2试验的目的是确定照常护理的有效性和成本效益以及E-PLAYS计划,在小学交付,与平时的护理相比。集群随机化将在学校一级进行,以避免污染。E-PLAYS干预将由学校的助教提供。教师将使用研究小组提供的指南从学校中选择合适的孩子(5-7岁)。评估将包括盲化的语言测量和观察(由研究小组进行),教师报告的同伴关系和课堂行为以及家长报告的资源使用和生活质量的非盲化措施。过程评估还将包括与父母的访谈,儿童和助教,观察干预分娩和照常护理调查。主要分析将比较接受E-PLAYS干预的儿童与随机分组后40周未接受E-PLAYS干预的儿童的语用语言得分。二次分析将评估成本效益,混合方法过程评估将提供有关E-PLAYS交付的更丰富数据。
    结论:本研究的目的是进行最后的,由学校内的助教提供的对E-PLAYS有效性的最终测试。在目前几乎没有可用干预措施的领域中,以游戏形式使用技术是一种新颖的方法。如果E-PLAYS在本试验结束时被证明是有效的,我们相信它可能会受到学校的欢迎,父母和孩子。
    背景:ISRCTN17561417,注册日期2022年12月19日。
    方法:v1.12023年6月19日。
    BACKGROUND: A number of children experience difficulties with social communication and this has long-term deleterious effects on their mental health, social development and education. The E-PLAYS-2 study will test an intervention (\'E-PLAYS\') aimed at supporting such children. E-PLAYS uses a dyadic computer game to develop collaborative and communication skills. Preliminary studies by the authors show that E-PLAYS can produce improvements in children with social communication difficulties on communication test scores and observed collaborative behaviours. The study described here is a definitive trial to test the effectiveness and cost-effectiveness of E-PLAYS delivered by teaching assistants in schools.
    METHODS: The aim of the E-PLAYS-2 trial is to establish the effectiveness and cost-effectiveness of care as usual plus the E-PLAYS programme, delivered in primary schools, compared to care as usual. Cluster-randomisation will take place at school level to avoid contamination. The E-PLAYS intervention will be delivered by schools\' teaching assistants. Teachers will select suitable children (ages 5-7 years old) from their schools using guidelines provided by the research team. Assessments will include blinded language measures and observations (conducted by the research team), non-blinded teacher-reported measures of peer relations and classroom behaviour and parent-reported use of resources and quality of life. A process evaluation will also include interviews with parents, children and teaching assistants, observations of intervention delivery and a survey of care as usual. The primary analysis will compare pragmatic language scores for children who received the E-PLAYS intervention versus those who did not at 40 weeks post-randomisation. Secondary analyses will assess cost-effectiveness and a mixed methods process evaluation will provide richer data on the delivery of E-PLAYS.
    CONCLUSIONS: The aim of this study is to undertake a final, definitive test of the effectiveness of E-PLAYS when delivered by teaching assistants within schools. The use of technology in game form is a novel approach in an area where there are currently few available interventions. Should E-PLAYS prove to be effective at the end of this trial, we believe it is likely to be welcomed by schools, parents and children.
    BACKGROUND: ISRCTN 17561417, registration date 19th December 2022.
    METHODS: v1.1 19th June 2023.
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  • 文章类型: Journal Article
    背景:了解他人精神状态的能力(社会认知),以及语言,对孩子有良好的社会适应至关重要。社会认知(SC)已被证明是三个因素的层次模型(认知,中间和情感SC)与语言过程相关。自闭症谱系儿童和患有发育性语言障碍(DLD)或社交沟通障碍(SCD)的儿童表现出语言和SC困难,尽管方式不同。
    目的:本系统综述旨在发现语言和SC如何相互作用,并确定目标人群的语言和社会情感状况。
    方法:根据2022年11月的系统评价和荟萃分析指南的首选报告项目,对约1593篇文章进行了系统评价,通过纳入/排除标准,共38篇文章进行定性评估。他们中的大多数患有自闭症(26)或DLD(14),程度较小的SCD(3)。
    结果:尽管SC与语言的所有组成部分有关,SC与叙事和形态语法密切相关,部分与词典相关。语用学表现出与SC的复杂关系,因为对年龄或任务等其他因素的敏感性更高,韵律似乎与情感过程更相关。此外,自闭症患者,SCD和DLD儿童在语言和社会情感表现上表现出差异。主流DLD儿童在通用语言方面的表现较低,自闭症和SCD儿童的语言差异更大,语用和SC任务更低,SCD儿童与语言产生困难有关,而自闭症儿童则具有接受性和生产性语言。
    结论:每种语言成分与SC具有不同的相互作用。同样,对于每种疾病,都有不同的语言特点。这些结果对于未来的研究重点是互动和社会情绪过程的特定组成部分,以及临床和教育治疗。
    结论:本主题已知的是Schurz等人的分层模型。(2021),将社会认知分为三种大脑结构:认知社会认知(CSC),情感社会认知(ASC)和中间社会认知(ISC)。他们观察到语言和ISC之间有很大的关系,这一事实得到了其他一些研究的证实。研究还发现,自闭症和语言和沟通障碍儿童的语言和社会情感能力低于神经典型发育儿童,以及这些疾病之间的行为和神经认知重叠(Durrleman等人。,2019年;Löytömäki等人。,2019)。本文对现有知识的补充这是第一个将所有语言成分(叙事,词典,形态语法,语用和韵律)与社会认知的三种结构(认知,中级和情感)。此外,这是第一篇研究自闭症社会语言因素比较的综述,4至9岁儿童的发育性语言障碍和社会交往障碍,并伴有神经典型发育。这项工作的潜在或实际临床意义是什么?了解自闭症谱系障碍中语言和社会认知如何相互作用,发展语言障碍和社会交流障碍使我们能够追踪每种研究障碍的社会语言概况,更好地理解有这些困难的孩子,and,有了这个,找到具体的潜在干预点,以改善和预防这些困难。
    BACKGROUND: The ability to understand the mental state of others (social cognition), as well as language, is crucial for children to have good social adaptation. Social cognition (SC) has been shown to be a hierarchical model of three factors (Cognitive, intermediate and affective SC) interrelated with linguistic processes. Children on the autism spectrum and children with developmental language disorder (DLD) or social communication disorder (SCD) manifest language and SC difficulties, albeit in different ways.
    OBJECTIVE: This systematic review aims to find how language and SC interact with each other and identify linguistic and socio-affective profiles in the target population.
    METHODS: About 1593 articles were systematically reviewed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guide in November 2022, obtaining, through inclusion/exclusion criteria, a total of 38 articles for qualitative assessment. The majority of them were on autism (26) or DLD (14) and to a lesser extent SCD (3).
    RESULTS: Although SC is related to all components of language, SC is strongly related to narrative and morphosyntax and partially related to lexicon. Pragmatics shows a complex relation with SC due to greater sensitivity to other factors such as age or task, and prosody appears to be more related to emotional processes. Besides, autistic, SCD and DLD children showed differences in their language and socio-affective performance. Mainstream DLD children have lower performance in general language, where autistic and SCD children have more linguistic variation and are lower in pragmatic and SC tasks, SCD children being more associated with language production difficulties and autistic children with both receptive and productive language.
    CONCLUSIONS: Each language component has a different interaction with SC. Likewise, different linguistic profiles are partially found for each disorder. These results are important for future lines of research focusing on specific components of interaction and socio-emotional processes, as well as for clinical and educational treatment.
    CONCLUSIONS: What is already known on the subject The hierarchical model of Schurz et al. (2021), divide social cognition into three brain constructs: cognitive social cognition (CSC), affective social cognition (ASC) and intermediate social cognition (ISC). They observe a large relationship between language and ISC, a fact that has been corroborated with some other studies. Studies have also found lower linguistic and socio-affective abilities in children with autism and language and communication disorders compared with children with neurotypical development, and large behavioural and neurocognitive overlaps between these disorders (Durrleman et al., 2019; Löytömäki et al., 2019). What this paper adds to existing knowledge This is the first review that relates all linguistic components (narrative, lexicon, morphosyntax, pragmatic and prosody) with the three constructs of social cognition (Cognitive, intermediate and affective). Moreover, it is the first review that studies the socio-linguistic factors comparing autism, developmental language disorder and social communication disorder with each other and with neurotypical development in children aged from 4 to 9 years. What are the potential or actual clinical implications of this work? Understanding how language and social cognition interact with each other in autism spectrum disorder, developmental language disorder and social communication disorder allows us to trace socio-linguistic profiles for each of the studied disorders, understand better children with these difficulties, and, with this, find specific potential intervention points to improve and prevent these difficulties.
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  • 文章类型: Journal Article
    背景:在诊断和统计手册和精神障碍中,第五版(DSM-5),自闭症谱系障碍(ASD)和社交(语用)沟通障碍(SCD)被描述为精神病学nosography的新类别。SCD涉及社会交往和社会交往中的障碍,但不受限制,重复的行为模式,利益,或活动。自闭症谱系商(AQ)的开发是为了筛查智力正常的成年人的自闭症倾向。然而,尚未确定DSM-5中筛查ASD和SCD的AQ截止分数。这项研究检查了AQ(AQ-J)总分的日语版本是否可以区分ASD组,SCD组,和神经典型(NT)组。
    方法:参与者为127名ASD患者,52例SCD患者,和49个NT个人。受试者工作特征(ROC)分析用于检查AQ-J总分截止值,以区分ASD和NT组。SCD和NT组,ASD和SCD组。
    结果:在ASD和NT组的ROC分析中,曲线下面积(AUC)为0.96,最佳临界值为23点(灵敏度92.9%,特异性85.7%)。SCD和NT组的AUC为0.89,最佳临界值为22点(灵敏度84.6%,特异性85.7%)。ASD和SCD组的AUC为0.75;最佳临界值为32点(灵敏度67.7%,特异性71.2%)。
    结论:我们的研究结果表明AQ-J在ASD和SCD筛查中的有用性。
    In the Diagnostic and Statistical Manual and Mental Disorders, Fifth Edition (DSM-5), autism spectrum disorder (ASD) and social (pragmatic) communication disorder (SCD) were described as a new category of psychiatry nosography. SCD involves impairments in social communication and social interaction but not restricted, repetitive patterns of behavior, interests, or activities. The autism spectrum quotient (AQ) was developed to screen for autism tendencies in adults with normal intelligence. However, AQ cutoff scores for screening ASD and SCD in the DSM-5 have not been established. This study examined whether the Japanese version of the AQ (AQ-J) total scores could discriminate between an ASD group, an SCD group, and a neurotypical (NT) group.
    Participants were 127 ASD patients, 52 SCD patients, and 49 NT individuals. Receiver operating characteristic (ROC) analyses were used to examine AQ-J total score cutoff values to distinguish between ASD and NT groups, SCD and NT groups, and ASD and SCD groups.
    In the ROC analysis for the ASD and NT groups, the area under the curve (AUC) was 0.96, and the optimum cutoff value was 23 points (sensitivity 92.9%, specificity 85.7%). The AUC for the SCD and NT groups was 0.89, and the optimum cutoff value was 22 points (sensitivity 84.6%, specificity 85.7%). The AUC for the ASD and SCD groups was 0.75; the optimum cutoff value was 32 points (sensitivity 67.7%, specificity 71.2%).
    Our findings suggest the usefulness of the AQ-J in screening for ASD and SCD.
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  • 文章类型: Journal Article
    目前,目前尚无筛查或诊断社交(语用)沟通障碍(SPCD)的措施。我们对社会沟通障碍筛选器(SCDS)进行了探索性因素分析(EFA),14项,根据SPCD的DSM-5诊断标准进行家长报告测量。这项全民教育检查了500名儿童父母的SCDS的内部一致性和因素结构,年龄5-18岁,美国人口普查的代表。结果产生了具有良好内部一致性可靠性的相关三因素解决方案。研究结果支持三个子量表的存在,以及总综合得分的推导,该综合得分反映了整个言语和非言语交流以及上下文中的局限性。讨论了临床和研究意义。
    Currently, there are no existing measures to screen for or diagnose Social (Pragmatic) Communication Disorder (SPCD). We conducted an exploratory factor analysis (EFA) of the Social Communication Disorder Screener (SCDS), a 14-item, parent-report measure based on the DSM-5 diagnostic criteria for SPCD. This EFA examined the internal consistency and factor structure of the SCDS for a sample of 500 parents of children, ages 5-18 years, representative of the U.S. census. Results yielded a correlated three-factor solution with good internal consistency reliability. Findings supported the presence of three subscale as well as the derivation of a total composite score reflecting overall verbal and non-verbal communication and limitations across contexts. Clinical and research implications are discussed.
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  • 文章类型: Journal Article
    本系统综述和荟萃分析的目的是系统研究体育锻炼对自闭症谱系障碍患者社交障碍的干预效果。
    这项系统评价和荟萃分析使用了PubMed,WebofScience,Cochrane图书馆,和Embase电子数据库进行系统的文献检索,这些文献描述了在纳入研究的第一年至2023年1月21日期间,体育锻炼对自闭症患者的社交障碍影响的随机对照试验(RCT).
    共分析了14个RCT,包括460名自闭症患者。荟萃分析表明,体育锻炼对自闭症患者的社交沟通障碍有积极影响(SMD=0.45,95%CI:0.15,0.74,p<0.05)。亚组分析显示,运动计划具有多个组成部分(SMD=0.73,95%CI:0.39,1.06,P<0.001),中等持续时间(SMD=0.73,95%CI:0.38,1.08,P<0.001),中高频(SMD=0.84,95%CI:0.53,1.14,P<0.001),和长期(SMD=0.77,95%CI:0.36,1.18,P<0.001)导致显着改善。
    体育锻炼可以改善自闭症谱系障碍患者的社交障碍。具体来说,早期干预,多组分锻炼,一个温和的时期,中高频,持续时间长,多参与者计划是最有效的。
    https://www.crd.约克。AC.英国/普朗生/记录ID=CRD42023422482。
    UNASSIGNED: The aim of this systematic review and meta-analysis was to systematically investigate the intervention effect of physical exercise on disordered social communication in patients with autism spectrum disorders.
    UNASSIGNED: This systematic review and meta-analysis used the PubMed, Web of Science, the Cochrane Library, and Embase electronic databases to conduct a systematic search of literature describing randomized controlled trials (RCTs) on the effect of physical exercise on disordered social communication in autistic patients from the first year of inclusion to 21 January 2023.
    UNASSIGNED: A total of 14 RCTs including 460 autistic patients were analyzed. A meta-analysis showed that physical exercise had a positive effect on social communication disorder (SMD = 0.45, 95% CI: 0.15, 0.74, p < 0.05) in autistic patients. Subgroup analysis showed that exercise programs with multiple components (SMD = 0.73, 95% CI: 0.39, 1.06, P < 0.001), a moderate duration (SMD = 0.73, 95% CI: 0.38, 1.08, P < 0.001), a moderate-high frequency (SMD = 0.84, 95% CI: 0.53, 1.14, P < 0.001), and a long duration (SMD = 0.77, 95% CI: 0.36, 1.18, P < 0.001) led to significant improvement.
    UNASSIGNED: Physical exercise can improve disordered social communication in patients with autism spectrum disorders. Specifically, early intervention, multi-component exercise, a moderate period, moderate and high frequency, long duration, and multi-participant programs were most effective.
    UNASSIGNED: https://www.crd.york.ac.uk/prospero/ RecordID= CRD42023422482.
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  • 文章类型: Journal Article
    UNASSIGNED:社会沟通障碍(SCD)患者的社会言语沟通缺陷令人担忧,人类社区中的SCD在全球范围内普遍存在。在大量人口中,言语社会交往中的缺陷普遍存在。本文旨在提出互联网连接的多系统架构,该架构能够支持具有社交沟通缺陷的个人在社交环境中的口头沟通。
    UNASSIGNED:实施方法包含在语料库收集中,用于特定通信,基于深度学习的智能通信机器训练,并在互联网连接的电子多个社交通信设备上实现经过训练的算法。所实现的系统足够智能以发起和维持两种类型的通信;第一类型包括远程位置上的多个个体之间的通信,并且第二类型包括与存在于物理收听范围中的个体的通信。
    UNASSIGNED:根据算法参数对系统进行了研究,发现在训练和测试准确性方面为97%至100%,均方误差可忽略不计。基于音频机器人模拟条件的声乐朋友分析结果提供了超过91%的准确性,交互率和回退率。在满意度分析的基础上,结果高于平均水平。
    UNASSIGNED:在技术实现和满意度分析方面,结果发现分数高于平均水平是可以接受的。建议的框架是易于使用的照顾者,甚至有很少的知识。支持有缺陷的个人学习社会言语交际技巧,以便在社会中生存。帮助父母,护理人员和专业人员了解有沟通缺陷的个人的沟通需求。由于技术也在康复领域进行培训,所以这个系统可以用于各种未来的应用,比如社交机器人,社交虚拟助理等。
    Deficits in social verbal communication in individuals with Social Communication Disorder (SCD) is of concern and SCD in the human community is prevalent in large population throughout the globe. Deficits in verbal social communication are prevalent in a large population. This paper aimed to propose internet connected multi-system architecture which is capable to support verbal communication in a social environment for individuals with social communication deficits.
    Implementation methodology was included with corpus collection for specific communication, deep learning based machine training for intelligent communication, and implementation of the trained algorithm on internet connected electronic multiple social communication devices. The implemented system is smart enough to initiate and maintain two types of communication; the first type includes communication between multiple individuals on the remote location and the second type includes communication with the individual present in the physical listening range.
    The system was investigated in terms of its algorithmic parameters and found 97% to 100% in terms of training and testing accuracy with negligible mean squared error. Vocal-Friend analysed results based on audio-bot simulative conditions provide more than 91% accuracy, interaction rate and fallback rate. On the basis of the satisfaction analysis, above average results were noticed.
    In terms of technical implementations and satisfaction analysis, results found acceptable with above average score.IMPLICATION FOR REHABILITATIONProposed framework is easy to use by caregivers with even having little knowledge.Support individual with deficit to learn social verbal communication skill to survive in society.Aiding parents, caregivers and professionals to understand the communication needs of individuals with communication deficits.Since technology is also grooming in the domain of rehabilitation, so this system could be used in various future applications such as social robots, social virtual assistants etc.
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