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Social Inclusion Through Making Neighbourhood Connections: Experiences of Older Adults With Intellectual Disabilities of Local Volunteering and Leisure, Facilitated by Local Connectors 通过建立邻里关系实现社会包容:由当地联络人促成的智力残疾老年人在当地志愿服务和休闲方面的经验
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-10-21 DOI: 10.1111/bld.12624
Geraldine Boland, Anne-Marie Potter, Eilin de Paor, Suzanne Guerin

Background

The social networks of adults with intellectual disabilities are often small and may be limited to family, paid staff and others with disabilities. This study explored the social inclusion of six individuals who joined mainstream leisure clubs or became local volunteers.

Method

This qualitative intervention study provided structured support and education to local connectors, existing members of clubs/organisations who provided one-to-one support to new members with intellectual disabilities. After 4 months, qualitative interviews were conducted to explore the experiences of the six participants with disability. Data were analysed using content analysis.

Findings

Individuals joining mainstream leisure clubs or volunteering, with natural supporters, creates opportunities for making new acquaintances and expanding social networks. Finding local connectors and opportunities for shared volunteering or leisure activities based on personal goals/interests are key to individuals forming new acquaintances close to where they live. Barriers and facilitators to participation are identified.

Conclusions

Adults with intellectual disabilities becoming volunteers or joining mainstream leisure clubs has the potential to lead to enhanced opportunities for social inclusion in their neighbourhoods. Implications for policy and practice are examined. Recommendations for further research are explored. A Valued Social Role Checklist developed from this study offers a tool when sourcing social roles.

智力残疾成人的社会网络往往很小,可能仅限于家庭、受薪工作人员和其他残疾人。本研究探讨了六名加入主流休闲俱乐部或成为当地志愿者的个人的社会包容。方法采用定性干预研究方法,对当地的联络人、俱乐部/组织的现有成员提供结构化的支持和教育,这些成员为智障新成员提供一对一的支持。4个月后,进行定性访谈,探讨6名残疾参与者的经历。数据采用内容分析法进行分析。个人加入主流休闲俱乐部或志愿服务,与自然的支持者,创造机会结交新朋友和扩大社会网络。根据个人目标/兴趣,找到当地的联系人,并有机会分享志愿服务或休闲活动,这是在居住地附近结识新朋友的关键。确定了参与的障碍和促进因素。结论智力残疾成人成为志愿者或加入主流休闲俱乐部有可能增加他们社区的社会融入机会。研究对政策和实践的影响。探讨了进一步研究的建议。本研究开发的重要社会角色清单为寻找社会角色提供了一个工具。
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引用次数: 0
Healthcare for People With Intellectual Disabilities: An Exploration of Intellectual Disability Service Providers' Experiences of Joint Working With Acute Service Providers When People With Intellectual Disabilities Access Healthcare in Acute Services 智障人士的医疗保健:智障服务提供者在智障人士获得急症服务时与急症服务提供者联合工作的经验探讨
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-10-10 DOI: 10.1111/bld.12625
Eileen Kelleher, Maria Caples, Teresa Wills, Anne-Marie Martin

Background

Individuals with intellectual disabilities often require various supports in their everyday lives. Many access both acute and intellectual disability services depending on their needs. Previous research has highlighted suboptimal experiences of care provided in acute services. Joint working between both services has been recognised as a measure of improving healthcare for this group. Although there is some evidence regarding this issue from the perspective of acute service providers, further research is required to understand the perspective of intellectual disability service providers.

Methods

Ten nurses working in various roles in intellectual disability services across Ireland took part in semistructured interviews. The data were analysed using thematic analysis.

Findings

Issues with inter-service communication and insufficient policies, protocols and pathways were found to negatively impact joint working. Acute services seemed to have a limited understanding of the role and capacity of intellectual disability services. Acute services do not always identify the individual needs of the people in their care. Despite this, there were examples of joint working taking place that benefited those with intellectual disabilities.

Conclusions

Joint working needs to include improving communication between both services, co-developing policies, protocols and pathways and appointing acute care liaison nurses.

智障人士在日常生活中往往需要各种支持。许多人根据自己的需要获得急性残疾和智力残疾服务。先前的研究强调了急性服务中提供的护理的次优体验。两种服务之间的联合工作已被认为是改善该群体医疗保健的一种措施。虽然从急症服务提供者的角度来看这个问题有一些证据,但需要进一步的研究来了解智力残疾服务提供者的角度。方法对10名在爱尔兰智障服务机构担任不同职务的护士进行半结构化访谈。使用专题分析对数据进行分析。发现服务间沟通问题和不充分的政策、协议和途径对联合工作产生负面影响。急症服务处似乎对智力残疾服务处的作用和能力了解有限。急诊服务并不总是能确定他们所照顾的人的个人需求。尽管如此,仍有一些使智力残疾者受益的联合工作的例子。结论联合工作需要加强双方的沟通,共同制定政策、方案和途径,并指定急症护理联络护士。
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引用次数: 0
The Diversity of Voices in Universities: A Critical Reflection on Representation Based on Two University Projects in Iceland and Germany 大学中声音的多样性:对代表性的批判性反思——基于冰岛和德国的两个大学项目
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-10-08 DOI: 10.1111/bld.12623
Nico Leonhardt, Kristín Björnsdóttir, Anne Goldbach, Ragnar Smára, Steffen Martick, Beate Schlothauer
<div> <section> <h3> Background</h3> <p>Universities are deeply rooted in a tradition of exclusivity. However, for the past several years, they have been called upon to develop in an inclusive and socially responsible manner that does justice to the plurality of society. This has led to the emergence of diverse practices and projects around the world that are intended to open up universities to previously excluded and marginalised groups of people. At the same time, findings from postcolonial studies, such as Spivak's discussions on the topic of representation, show that such processes of change must always be accompanied by critical reflection. This article offers a reflexive analysis of two university projects—one in Iceland and one in Germany—where people with learning difficulties are employed as academic staff, engaged in both teaching and research.</p> </section> <section> <h3> Methods</h3> <p>This article is a result of a collaboration between three nondisabled lecturers and three lecturers with learning disabilities, co-written across three languages—German, Icelandic and English. The authors worked together to explore theories of representation, ensuring that their discussions and writing were accessible to all members, regardless of language or disability. The article discusses two projects from Iceland and Germany.</p> </section> <section> <h3> Findings</h3> <p>The article shows that inclusive higher education developments are necessary. The projects presented in the article have created work opportunities for people with learning disabilities in the previously exclusive setting of the university. The article provides descriptions of the exemplary life paths of the three lecturers with learning disabilities who co-authored this article. They have had to navigate the precarious balance between being reduced to mere representatives of their disability and contributing valuable academic knowledge. The findings suggest that an inclusive university can foster equitable academic environments, contributing to the transformation of higher education by reflecting diverse viewpoints and experiences.</p> </section> <section> <h3> Conclusions</h3> <p>Initiatives in Iceland and Germany highlight significant progress towards more inclusive universities by integrating individuals with learning disabilities into academic roles, challenging traditional power dynamics. Spivak's (2008) concept of representation emphasises the need to include marginalised voices in academic discourse, ensuring they are genuinely reflected. While these efforts are crucial, c
大学深深植根于排他性的传统。然而,在过去几年中,人们要求它们以包容和对社会负责的方式发展,公正地对待社会的多元性。这导致世界各地出现了各种各样的做法和项目,旨在向以前被排斥和边缘化的人群开放大学。与此同时,后殖民研究的发现,如斯皮瓦克对代表性主题的讨论,表明这种变化过程必须始终伴随着批判性反思。本文对冰岛和德国的两个大学项目进行了反思性分析,在这两个项目中,有学习困难的人被聘为学术人员,从事教学和研究工作。这篇文章是由三位无残疾的讲师和三位有学习障碍的讲师合作的结果,他们用德语、冰岛语和英语三种语言共同撰写。作者共同努力探索代表性理论,确保他们的讨论和写作对所有成员开放,无论语言或残疾。本文讨论了冰岛和德国的两个项目。研究结果表明,发展包容性高等教育是必要的。文章中介绍的项目为有学习障碍的人创造了工作机会,使他们能够在以前的大学环境中获得工作机会。文章描述了共同撰写本文的三位有学习障碍的讲师的模范人生道路。他们不得不在成为残疾的代表和贡献有价值的学术知识之间寻找不稳定的平衡。研究结果表明,包容性大学可以营造公平的学术环境,通过反映不同的观点和经验,为高等教育的转型做出贡献。冰岛和德国的倡议强调了通过将学习障碍个体纳入学术角色,挑战传统的权力动态,向更具包容性的大学迈进的重大进展。斯皮瓦克(2008)的代表性概念强调需要在学术话语中包括边缘化的声音,确保它们得到真正的反映。虽然这些努力至关重要,但为了避免加剧不平等,必须进行持续的批判性反思。展望未来,大学必须将包容性融入其结构的各个方面,为边缘化群体影响决策创造有意义的机会。这种方法将确保代表权具有变革性,并推动真正的社会变革。
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引用次数: 0
Predecessors of Behavioural Initiatives by People With Profound Intellectual Disabilities During Their Interactions With Support Staff: An Exploratory Microanalytical Analysis 深度智障人士在与支持人员互动过程中行为主动性的前驱:一项探索性的微观分析
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-10-07 DOI: 10.1111/bld.12622
Wieneke Penninga, Alexander H. C. Hendriks, Hedwig J. A. van Bakel, Petri J. C. M. Embregts

Background

Initiating meaningful moments of interaction with people with profound intellectual disabilities can prove to be difficult for support staff. Exploring the behaviour of support staff that precedes the initiations of behaviour by people with profound intellectual disabilities helps to shed light upon the potential facilitating effects of staff behaviour.

Methods

Three meaningful moments of interaction between support staff and people with profound intellectual disabilities that were recorded were then microanalytically coded, along with the initial onset of these moments. Each behaviour initiated by people with profound intellectual disabilities was examined to see what specific behaviour by the support staff began precedingly.

Findings

The most frequently displayed ‘staff–client’ behavioural sequences were ‘looking’, ‘moving with head’, ‘moving with arms’ or ‘vocalisation’ of support staff followed by the person with profound intellectual disabilities ‘moving with head’, the staff member ‘moving with arms’ followed by the person with profound intellectual disabilities ‘moving with arms’ and the staff member ‘touching’ followed by the person with profound intellectual disabilities ‘vocalising’. These behavioural sequences occurred less frequently during meaningful moments of interaction in comparison to their onset.

Conclusions

It is important that support staff are cognisant of all the (subtle) behavioural changes in people with profound intellectual disabilities (especially movements with their head) to discern potential behavioural responses. Moreover, they should be cognisant of their own behaviour, insofar as the conscious use of behaviour may facilitate the development of meaningful interactions.

对于支持人员来说,与重度智障人士进行有意义的互动是很困难的。探讨在重度智障人士开始行为之前支助人员的行为,有助于阐明工作人员行为的潜在促进作用。方法记录支持人员与深度智障人士互动的三个有意义的时刻,并对这些时刻的开始进行微分析编码。研究人员检查了重度智障人士开始的每一种行为,以了解支持人员在此之前开始的具体行为是什么。研究发现,最常见的“员工-客户”行为序列是支持人员的“看”、“用头移动”、“用胳膊移动”或“发声”,其次是重度智障人士的“用头移动”。工作人员“用手臂移动”,然后是重度智障人士“用手臂移动”,工作人员“触摸”,然后是重度智障人士“发声”。与开始时相比,这些行为序列在有意义的互动时刻发生的频率较低。结论支持人员认识到重度智障患者的所有(细微的)行为变化(尤其是头部运动),以识别潜在的行为反应是很重要的。此外,他们应该认识到自己的行为,因为有意识地使用行为可能会促进有意义的互动的发展。
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引用次数: 0
A Systematic Review to Explore Antenatal Care From the Perspectives of Women With Intellectual Disabilities and Midwives 从智障妇女和助产士的角度探讨产前护理的系统综述
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-09-19 DOI: 10.1111/bld.12618
Weam Alhulaibi, Janine Stockdale, Paul McAleer

Background

During pregnancy, some women with an intellectual disability encounter some challenges, and some midwives who provide them with support lack the knowledge to provide the best care. This systematic review explores the experiences of women with intellectual disability during pregnancy and midwives' experiences of providing care.

Method

Four databases were searched (PubMed, CINHAL, PsycINFO and Web of Science) and the resultant studies were appraised for quality using CASP. The selected papers were published between January 2012 and December 2022 and originated from the United Kingdom, Sweden, Canada and Ireland.

Results

Eight studies were included: five examined the experiences of pregnant women with intellectual disability, one investigated the midwives' experiences of caring and two analysed both groups. The primary themes amongst women included pregnancy announcements, involvement in their care and fear of losing their baby custody. The midwives expressed their lack of readiness and need for additional support. Both groups recognised the necessity for improved education and accessible communication.

Conclusion

Women with intellectual disabilities who are in the context of this review revealed their requirement for improved education and assistance in understanding antenatal information. The midwives within the included studies felt inadequately prepared to support women with intellectual disabilities: they lacked specialist training and required additional support in health education and communication skills.

在怀孕期间,一些智力残疾妇女遇到了一些挑战,一些为她们提供支持的助产士缺乏提供最佳护理的知识。本系统综述探讨了智力残疾妇女在怀孕期间的经历和助产士提供护理的经历。方法检索PubMed、CINHAL、PsycINFO和Web of Science 4个数据库,采用CASP对结果进行质量评价。入选论文发表时间为2012年1月至2022年12月,分别来自英国、瑞典、加拿大和爱尔兰。结果共纳入8项研究:5项研究考察了智障孕妇的经历,1项研究考察了助产士的护理经历,2项研究对两组进行了分析。妇女的主要主题包括宣布怀孕、参与照顾孩子以及担心失去孩子的监护权。助产士们表示,她们还没有做好准备,需要额外的支持。两组人都认识到改善教育和无障碍交流的必要性。结论本综述所涉及的智力残疾妇女在产前信息方面需要加强教育和帮助。纳入研究的助产士认为,她们在支持智障妇女方面准备不足:她们缺乏专业培训,需要在健康教育和沟通技巧方面获得额外支持。
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引用次数: 0
“I Forgot My Numbers and the Machine Swallowed It Up”: Adults With Learning Disabilities Share Their Perspectives on the Shift to a Cashless Society “我忘了我的数字,机器把它吞了”:有学习障碍的成年人分享他们对向无现金社会转变的看法
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-09-19 DOI: 10.1111/bld.12621
Paul Watts, Janet Hoskin, Radhika Upadhyay, Emma Tapley, Gosia Kwiatkowska

Introduction

This paper examines the experiences of people with learning disabilities in the United Kingdom as society transitions towards cashless transactions and services. It is a significant study because it highlights the need to understand their digital financial experiences.

Methods

This study employed an inclusive, interpretivist approach, focusing on participatory methods. Reflexive thematic analysis was used to analyse data from focus groups including 40 people with learning disabilities across 3 day services. This original study included co-researchers with lived experience of learning disabilities who assisted in data collection and analysis.

Results

Four key themes emerged: heterogeneity of preferences for cash versus digital payments; the urgent need for support and training in digital financial literacy; balancing safeguarding and fostering independence; and accessibility challenges in physical and online banking environments.

Conclusions

The shift to a cashless society poses significant challenges for people with learning disabilities, requiring tailored support and training in digital finance. Financial institutions should be cognisant of these needs, suggesting that systemic changes are required for improved financial inclusion. The study highlights the importance of including people with learning disabilities in the design of digital financial tools and policies, to support their financial autonomy and independence.

本文考察了英国社会向无现金交易和服务过渡时学习障碍人士的经历。这是一项重要的研究,因为它强调了了解他们的数字金融体验的必要性。方法本研究采用包容性、解释性研究方法,重点关注参与性研究方法。自反性专题分析用于分析来自焦点小组的数据,其中包括40名学习障碍患者,为期3天的服务。这项原始研究包括有学习障碍生活经验的共同研究人员,他们协助数据收集和分析。出现了四个关键主题:现金与数字支付偏好的异质性;迫切需要数字金融知识的支持和培训;平衡维护和促进独立;以及实体银行和网上银行环境中的可访问性挑战。向无现金社会的转变给有学习障碍的人带来了重大挑战,需要在数字金融方面提供量身定制的支持和培训。金融机构应该认识到这些需求,这表明需要进行系统性变革以改善金融包容性。该研究强调了将学习障碍人士纳入数字金融工具和政策设计的重要性,以支持他们的财务自主和独立。
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引用次数: 0
Communication Partners' Perceptions of Their Roles and Responsibilities in the Design, Planning and Use of Augmentative and Alternative Communication With Individuals With Severe or Profound Intellectual Disability: A Qualitative Descriptive Study 与重度或重度智障人士进行补充性和替代性沟通时,沟通伙伴对其角色和责任的认知:一项定性描述性研究
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-09-18 DOI: 10.1111/bld.12620
Edina Hanley, Caroline Dalton, Elaine Lehane, Anne-Marie Martin

Background

This study explores communication partners' perceptions of their roles and responsibilities in the design, planning and use of augmentative and alternative communication (AAC) with individuals with severe/profound intellectual disability.

Methods

A qualitative descriptive approach was used. Purposive sampling, data collection and qualitative content analysis were undertaken simultaneously. Data were collected from nine participants, four parents and five professionals over 4 months through audio or video-recorded, semi-structured, open-ended interviews.

Findings

An overarching theme ‘Maximising Communication through AAC’ emerged, capturing participants' unanimous agreement that their shared goal was to optimise individuals' communication through AAC. This was influenced by three themes: ‘Developing a Communicative Environment’, ‘The Act of Communicating; Attempting to Realise the Individuals' Ability’ and ‘Living with Uncertainty’.

Conclusions

These findings contribute to enhancing understanding of AAC use with individuals with severe/profound intellectual disability and their communication partners.

本研究探讨了重度/重度智障人士在设计、规划和使用辅助和替代沟通(AAC)时,沟通伙伴对其角色和责任的认知。方法采用定性描述方法。目的抽样、数据收集和定性内容分析同时进行。在4个月的时间里,通过音频或视频录制、半结构化、开放式访谈,从9名参与者、4名家长和5名专业人士那里收集了数据。“通过AAC最大化沟通”的主题出现了,参与者一致同意他们的共同目标是通过AAC优化个人的沟通。这受到三个主题的影响:“发展交流环境”,“沟通行为”;试图实现个人的“能力”和“生活在不确定性中”。结论本研究结果有助于加深对重度/重度智障患者及其交流伙伴使用AAC的认识。
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引用次数: 0
What Approaches Described in Research Literature Enhance the Engagement of Children and Young People With Severe or Profound and Multiple Learning Disabilities? A Systematic Literature Review 研究文献中描述的哪些方法能够提高严重或极度多重学习障碍儿童和青少年的参与度?系统性文献综述
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-09-16 DOI: 10.1111/bld.12619
Dominic Fitzpatrick, Richard Parker

Background

Children and young people (CYP) with severe or profound and multiple learning disabilities are more likely to experience difficulties engaging for long periods. Finding ways to facilitate their engagement is crucial in promoting their social and emotional development and their mental well-being, particularly as they are more vulnerable to difficulties with mental well-being compared to their peers.

Methods

We undertook a systematic literature review (SLR) to identify approaches described within peer-reviewed research literature that enhance the engagement of these children. Data from seven relevant studies were qualitatively synthesised. Thematic networks were then developed to visually present global, organising and basic themes identified within data.

Findings

A global theme derived from organising themes across studies indicated that the quality of space is an important consideration in enhancing engagement. This included the extent to which space adhered to prescribed knowledge or afforded practitioners with opportunities to follow their intuition and deviate from such ideas.

Conclusions

Quality of space may be important to the engagement of these CYP and consequently to their mental well-being. This may involve consideration of the extent to which formal learning environments for them are organised and informed by dominant theory and discourse (abstract space), prescribed (spatial) practice and the extent to which environments provide conditions for ‘lived spaces’ that are potentially more facilitative of their engagement and so their mental well-being.

背景患有严重或深度多重学习障碍的儿童和青少年(CYP)更有可能在长期参与活动方面遇到困难。找到促进他们参与的方法对于促进他们的社交和情感发展以及心理健康至关重要,尤其是与同龄人相比,他们更容易在心理健康方面遇到困难。方法我们进行了一项系统性文献综述(SLR),以确定同行评审研究文献中描述的可提高这些儿童参与度的方法。我们对七项相关研究的数据进行了定性综合。研究结果从各项研究的组织主题中得出的一个总体主题表明,空间质量是提高参与度的一个重要考虑因素。这包括空间在多大程度上遵循了规定的知识,或为实践者提供了遵循直觉和偏离这些想法的机会。这可能需要考虑为他们提供的正规学习环境在多大程度上是由主流理论和话语(抽象空间)、规定(空间)实践组织和提供的,以及在多大程度上环境为 "生活空间 "提供了条件,而 "生活空间 "可能更有利于他们的参与,从而更有利于他们的心理健康。
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引用次数: 0
Staff Perceptions of Mental Health Relapse Prevention Support in a Specialist Mental Health Service in an Intellectual Disability Setting 智障人士专科心理健康服务机构员工对心理健康复发预防支持的看法
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-09-09 DOI: 10.1111/bld.12617
Shannon Sinnott, Cliodhna O'Donovan, Suzanne Guerin

Background

The present study investigated staff perspectives on supporting individuals with intellectual disabilities with mental health relapse prevention.

Methods

Eight staff with experience working with or supporting individuals engaged with a specialist mental health in intellectual disability (MHID) service (team member = 2, management roles = 2, nursing/social care = 4; average years' experience = 16 years, SD = 13.7) completed semi-structured interviews and thematic analysis was conducted on the resulting data.

Findings

Participants held mostly positive views of MHID supports and described being actively involved in individualised and person-centred mental health supports. There was variation in awareness and recognition of relapse prevention between MHID and other (frontline) staff. Although frontline staff generally did not express explicit knowledge of relapse prevention, there was implicit staff awareness surrounding ongoing mental health supports, managing risk and coping strategies. Frontline staff also reported a lack of knowledge of the discharge process from the MHID service. Staff questioned the nature of discharge in mental health intellectual disability supports.

Conclusion

This study identifies a gap in frontline staff's explicit knowledge of mental health relapse prevention, while also highlighting the importance of ongoing mental health support for individuals with intellectual disabilities.

背景本研究调查了工作人员对支持智障人士预防精神疾病复发的看法。方法八名具有智障人士精神健康(MHID)专业服务工作或支持经验的工作人员(团队成员 = 2,管理角色 = 2,护理/社会关怀 = 4;平均工作年限 = 16 年,SD = 13.7)完成了半结构式访谈,并对所得数据进行了主题分析。研究结果参与者对 MHID 支持大多持积极态度,并描述了积极参与个性化和以人为本的精神健康支持的情况。心理健康援助和其他(一线)工作人员对预防复发的意识和认识存在差异。尽管一线工作人员一般都没有明确表示对复发预防的认识,但他们对持续的心理健康支持、风 险管理和应对策略有隐性的认识。前线工作人员还表示,他们对精神健康干预服务的出院程序缺乏了解。结论:本研究发现了一线工作人员在心理健康复发预防方面的明确知识缺口,同时也强调了为智障人士提供持续的心理健康支持的重要性。
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引用次数: 0
Item reduction of the “Support Intensity Scale” for people with intellectual disabilities, using machine learning 利用机器学习减少智障人士 "支持强度量表 "的项目
IF 1.2 4区 医学 Q3 EDUCATION, SPECIAL Pub Date : 2024-08-19 DOI: 10.1111/bld.12616
Félix González-Carrasco, Felipe Espinosa Parra, Izaskun Álvarez-Aguado, Sebastián Ponce Olguín, Vanessa Vega Córdova, Miguel Roselló-Peñaloza

Background

The study focuses on the need to optimise assessment scales for support needs in individuals with intellectual and developmental disabilities. Current scales are often lengthy and redundant, leading to exhaustion and response burden. The goal is to use machine learning techniques, specifically item-reduction methods and selection algorithms, to develop shorter and more efficient scales.

Methods

A data set of 93 participants was analysed using the Supports Needs Scale. Five feature-selection algorithms were evaluated to create a shortened questionnaire. For each algorithm, a Random Forest model was trained, and performance was assessed using metrics like accuracy, precision, recall and F1-score to measure how well each model predicted support needs.

Findings

The "Select from Model" algorithm successfully identified key items that could predict the level of Support Needs using the Random Forest model. Only 51 variables, out of the original 147, were needed to maintain predictive accuracy. The reduced questionnaire maintained good reliability and internal consistency compared to the original instrument, with a strong F1 score indicating excellent predictive performance.

Conclusions

The study demonstrates that machine learning techniques are effective in reducing the length of support needs questionnaires while preserving their psychometric properties. These methods can help institutions provide more efficient access to information about support needs without compromising validity or reliability, potentially leading to better resource allocation and improved care for individuals with intellectual disabilities.

背景这项研究的重点是需要优化智力和发育障碍人士的支持需求评估量表。目前的量表通常冗长而多余,会导致疲惫和回答负担。我们的目标是利用机器学习技术,特别是项目缩减方法和选择算法,开发出更简短、更高效的量表。我们对五种特征选择算法进行了评估,以制作出更简短的问卷。对每种算法都训练了一个随机森林模型,并使用准确率、精确度、召回率和 F1 分数等指标对性能进行评估,以衡量每个模型预测支持需求的效果。在原来的 147 个变量中,只需要 51 个变量就能保持预测的准确性。与原始问卷相比,缩减后的问卷保持了良好的可靠性和内部一致性,强大的 F1 分数表明问卷具有出色的预测性能。这些方法可以帮助机构更有效地获取有关支持需求的信息,同时又不会影响有效性或可靠性,从而有可能改善资源分配和对智障人士的护理。
{"title":"Item reduction of the “Support Intensity Scale” for people with intellectual disabilities, using machine learning","authors":"Félix González-Carrasco,&nbsp;Felipe Espinosa Parra,&nbsp;Izaskun Álvarez-Aguado,&nbsp;Sebastián Ponce Olguín,&nbsp;Vanessa Vega Córdova,&nbsp;Miguel Roselló-Peñaloza","doi":"10.1111/bld.12616","DOIUrl":"10.1111/bld.12616","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Background</h3>\u0000 \u0000 <p>The study focuses on the need to optimise assessment scales for support needs in individuals with intellectual and developmental disabilities. Current scales are often lengthy and redundant, leading to exhaustion and response burden. The goal is to use machine learning techniques, specifically item-reduction methods and selection algorithms, to develop shorter and more efficient scales.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>A data set of 93 participants was analysed using the Supports Needs Scale. Five feature-selection algorithms were evaluated to create a shortened questionnaire. For each algorithm, a Random Forest model was trained, and performance was assessed using metrics like accuracy, precision, recall and F1-score to measure how well each model predicted support needs.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Findings</h3>\u0000 \u0000 <p>The \"Select from Model\" algorithm successfully identified key items that could predict the level of Support Needs using the Random Forest model. Only 51 variables, out of the original 147, were needed to maintain predictive accuracy. The reduced questionnaire maintained good reliability and internal consistency compared to the original instrument, with a strong F1 score indicating excellent predictive performance.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions</h3>\u0000 \u0000 <p>The study demonstrates that machine learning techniques are effective in reducing the length of support needs questionnaires while preserving their psychometric properties. These methods can help institutions provide more efficient access to information about support needs without compromising validity or reliability, potentially leading to better resource allocation and improved care for individuals with intellectual disabilities.</p>\u0000 </section>\u0000 </div>","PeriodicalId":47232,"journal":{"name":"British Journal of Learning Disabilities","volume":"53 1","pages":"43-50"},"PeriodicalIF":1.2,"publicationDate":"2024-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142194974","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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期刊
British Journal of Learning Disabilities
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