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Student Competition (Health Services, Economics and Policy Change) ID 1977283 学生竞赛(卫生服务、经济学和政策变化)ID 1977283
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1977283s
Chaitali Desai, Rosalie Wang, Maureen Pakosh, Brian Chan
Assistive technologies (AT) span a large range of products from mobility aides such as canes to electronic systems that provide reminders. These technologies are important in facilitating independence, recovery and improved quality of life for individuals with spinal cord injury (SCI). However, clinical and economic outcomes for AT evaluated in the scientific literature is unclear. Thus, the aim of this study is to review the clinical and economic evidence for AT in the SCI population. Scientific literature databases including EMBASE, MEDLINE and CINAHL will be searched using terms identified in collaboration with a Medical Librarian. In the first stage, the titles and abstracts of clinical studies and economic analyses of AT focused in SCI will be screened by two reviewers. This will be followed by a second stage full-text screening for inclusion in the review by the same reviewers. The types of ATs evaluated will be identified along with the outcomes measured. Where applicable, study results will be presented using summary statistics. Work is currently underway to identify the citations. Two reviewers will then screen the titles and abstracts. It is anticipated that a large majority of the citations will be screened out with a small number of studies remaining. Most studies are also expected to be for the clinical evaluation of AT with variable outcomes. The results of this scoping review will provide valuable insight on the types of AT where clinical and economic evidence is available and identify where the current research gaps are.
辅助技术(AT)产品种类繁多,从拐杖等助行器具到提供提醒功能的电子系统,不一而足。这些技术对于促进脊髓损伤(SCI)患者的独立、康复和提高生活质量非常重要。然而,科学文献对辅助器具的临床和经济效果评估尚不明确。因此,本研究的目的是回顾脊髓损伤人群使用辅助呼吸技术的临床和经济证据。 本研究将与医学图书管理员合作,使用确定的术语对包括 EMBASE、MEDLINE 和 CINAHL 在内的科学文献数据库进行检索。在第一阶段,将由两名审稿人筛选以 SCI 为重点的 AT 临床研究和经济分析的标题和摘要。随后,同一审稿人将进行第二阶段的全文筛选,以便纳入综述。将确定所评估的 AT 类型以及所衡量的结果。在适用的情况下,研究结果将采用汇总统计的方式呈现。 目前正在开展确定引文的工作。然后,两名审稿人将对标题和摘要进行筛选。预计大部分引文将被筛选掉,剩下少量研究。此外,预计大多数研究都是针对AT的临床评估,结果不尽相同。 此次范围界定审查的结果将为我们提供关于已有临床和经济学证据的 AT 类型的宝贵见解,并确定目前的研究缺口在哪里。
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引用次数: 0
Poster (Clinical/Best Practice Implementation) ID 1978673 海报(临床/最佳实践实施)ID 1978673
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1978673s
Jo Anne L. Savoie, Serene Qiu, Chelsea M. Crockford, Laura Kabbash
To address gaps in peer-supported services for those with a mobility disability, a virtual group was designed to have trained mentors with lived experience working alongside rehabilitation professionals to share resources and strategies that promote healthy living. Sessions offered knowledge and support in goal setting, healthy eating, physical activity, adapted recreation, emotional well-being, and social connectedness. Three rounds of the group were offered with 12 participants completing the group in its entirety. Pre- and post-measures included the Self-Efficacy to Manage Scale (Lorig, et al, 2001), the Life Satisfaction Questionnaire-11 (Fugl-Meyer, et al., 1991), and the Readiness Ruler adapted to each wellness topic (Moyers, et al., 2009). Analyses before and after group showed a slight increase (Cohen’s d = 0.3) in their subjective well-being on the life satisfaction scale and a moderately higher sense of self-efficacy (Cohen’s d = 0.6) in managing symptoms. Although perceived importance for change was similar, participants reported higher confidence in their ability to change (Cohen’s d = 0.4) and greater readiness to make changes (Cohen’s d = 0.4) after the group. The program resulted in several successes including slight increase in life satisfaction and moderately higher sense of self-efficacy in managing symptoms. Confidence in ability and readiness to make change also increased. The project had a small sample size, but the outcomes support the value of embedding a peer-support element into traditional healthcare delivery.
为了弥补针对行动不便者的同伴支持服务的不足,我们设计了一个虚拟小组,让受过培训、有生活经验的导师与康复专业人员一起工作,分享促进健康生活的资源和策略。 小组活动在目标设定、健康饮食、体育锻炼、适应性娱乐、情感健康和社会联系等方面提供知识和支持。小组共进行了三轮活动,共有 12 名参与者完成了整个小组活动。小组前后的测量包括自我管理能力量表(Lorig 等人,2001 年)、生活满意度问卷-11(Fugl-Meyer 等人,1991 年)以及根据每个健康主题调整的准备度量表(Moyers 等人,2009 年)。 分组前后的分析表明,他们在生活满意度量表上的主观幸福感略有提高(Cohen's d = 0.3),在控制症状方面的自我效能感略有提高(Cohen's d = 0.6)。虽然参与者认为改变的重要性相似,但在小组活动后,他们对自己改变的能力有了更大的信心(Cohen's d = 0.4),也更愿意做出改变(Cohen's d = 0.4)。 该计划取得了一些成功,包括生活满意度略有提高,控制症状的自我效能感略有提高。对自己能力的信心和做出改变的意愿也有所增强。该项目样本量较小,但其结果支持了在传统医疗保健服务中嵌入同伴支持元素的价值。
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引用次数: 0
Poster (Knowledge Generation) ID 1969461 海报(知识生成)ID 1969461
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1969461s
S. Mohammadi, Victoria Bogle, Heather F. Cathcart, Sarah Park, William C. Miller
Individuals with SCI often receive care from their family members. Caregiving responsibilities lead to caregiver burden. Receiving social support may mitigate the negative impacts of caregiving. Caregivers can obtain support from people they meet in-person, such as family members and people with whom they interact through social platforms. Our objective was to investigate the moderating effect of in-person and online social supports on the association between relationship quality, caregiver competence, caregiver distress and caregiver burden. 115 caregivers who resided in Canada or the United States, understood and spoke English, and self-identified as primary family caregivers of an individual with SCI were sampled. Participants completed measures assessing relationship quality, competence, distress, burden, and in-person and online social support. Three separate moderation analyses for each outcome variable (i.e. relationship quality, competence, and distress), were conducted. In analyses, burden was the predictor, and online and in-person support were moderators. Moderation analyses showed that online support moderates the link between caregiver burden and distress. Slope analyses revealed that the positive relationship between burden and distress was weaker when caregivers reported lower levels of online support (p=0.005); this relationship was more robust when caregivers reported higher levels of online support (p <.001). Other moderation analyses were not statistically significant. Online support increases distress in family caregivers. It is likely that comparing their life with other caregivers or being exposed to other caregivers’ grief negatively affects caregivers. More research is needed to understand how online support impacts caregivers negatively.
SCI 患者通常会得到家人的照顾。护理责任导致护理负担。获得社会支持可以减轻护理的负面影响。照护者可以从亲身接触的人那里获得支持,如家庭成员和通过社交平台与他们互动的人。 我们的目的是研究亲身和在线社会支持对关系质量、照顾者能力、照顾者痛苦和照顾者负担之间关系的调节作用。 我们抽取了居住在加拿大或美国、能听懂并说英语、自我认同为 SCI 患者主要家庭照顾者的 115 名照顾者。参与者完成了对关系质量、能力、痛苦、负担以及现场和在线社会支持的评估。针对每个结果变量(即关系质量、能力和痛苦)分别进行了三项调节分析。在分析中,负担是预测因子,在线支持和亲身支持是调节因子。 调节分析表明,在线支持调节了照顾者负担与痛苦之间的联系。斜率分析表明,当照顾者报告的在线支持水平较低时,负担与痛苦之间的正相关关系较弱(p=0.005);当照顾者报告的在线支持水平较高时,这种关系更为稳固(p <.001)。其他调节分析在统计意义上并不显著。 在线支持会增加家庭照顾者的痛苦。将自己的生活与其他照顾者进行比较或接触其他照顾者的悲伤情绪很可能会对照顾者产生负面影响。要了解在线支持如何对照顾者产生负面影响,还需要进行更多的研究。
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引用次数: 0
Student Competition (Knowledge Generation) ID 1985735 学生竞赛(知识生成) ID 1985735
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1985735s
Saina Aliabadi, Kristin E. Musselman, S. L. Hitzig, Susn Jaglal, B. C. Craven
Individuals with chronic spinal cord injury or disease (SCI/D) are at an increased risk of lower extremity fractures. Novel interventions, including nutraceuticals and pharmacotherapy, are being explored to reduce fracture-related morbidity and mortality. This retrospective cohort study aims to evaluate the effectiveness of Denosumab injections with dietary calcium and vitamin D supplements on proximaltibia bone mineral density (BMD) in adults with low bone mass and chronic SCI/D. Adult patients with SCI/D over age 18 years, with a baseline distal femur or proximal tibia Z-score <-2.0 or T-score <-2.5 exposed to at least three doses of Denosumab 60mcg/1ml vial injections will consent to chart abstraction. The cumulative Denosumab dose will be the exposure variable. Calcium intake and vitamin D serum levels will be recorded as effect modifiers. Age, sex, and BMI will be recorded as potential confounders. The primary outcome will be the change in proximal tibia BMD from baseline and secondarily the incidence of lower extremity fracture(s). Demographic and impairment characteristics of the study population will be reported using appropriate descriptive statistics. The associations between mean BMD change and Denosumab exposure will be calculated and adjusted for confounders using an appropriate univariate/multivariate model based on sample size and data distribution. This retrospective cohort study will determine the effectiveness of Denosumab injections (with calcium and vitamin D) for maintaining or increasing proximal tibia BMD among patients with chronic SCI/D. The study findings will have a significant impact on Denosumab prescribing practices.
慢性脊髓损伤或疾病(SCI/D)患者发生下肢骨折的风险增加。目前正在探索包括营养保健品和药物疗法在内的新型干预措施,以降低骨折相关的发病率和死亡率。 这项回顾性队列研究旨在评估注射地诺单抗与膳食钙和维生素 D 补充剂对低骨量和慢性 SCI/D 成人近端骨矿物质密度 (BMD) 的效果。 18岁以上患有SCI/D的成人患者,基线股骨远端或胫骨近端Z-score<-2.0或T-score<-2.5,至少接受过三次剂量的Denosumab 60mcg/1ml小瓶注射,并同意进行病历摘录。地诺单抗的累积剂量将作为暴露变量。钙摄入量和维生素 D 血清水平将被记录为效应调节因子。年龄、性别和体重指数将作为潜在混杂因素记录在案。主要结果是胫骨近端 BMD 与基线相比的变化,其次是下肢骨折的发生率。 研究对象的人口统计学特征和损伤特征将通过适当的描述性统计进行报告。将根据样本大小和数据分布情况,使用适当的单变量/多变量模型计算并调整 BMD 平均值变化与地诺单抗暴露之间的关系。 这项回顾性队列研究将确定注射地诺单抗(含钙和维生素 D)对维持或增加慢性 SCI/D 患者胫骨近端 BMD 的有效性。研究结果将对地诺单抗的处方实践产生重大影响。
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引用次数: 0
Student Competition (Clinical/Best Practice Implementation) ID 1984705 学生竞赛(临床/最佳实践实施) ID 1984705
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1984705s
Joshua Stoikos, Janelle Unger
The foremost reported unmet health need for Canadians with chronic neurological conditions is linked to physical maintenance. One way to address this issue is through activity programing offered through public institutions, where rehabilitation can be integrated into secondary health care settings. Parkwood Institute in London, Ontario has developed several programs, including virtual exercise classes, day programs, and a community fitness center. People who have participated in these initiatives can provide insights that could be used to create more robust person-centered rehabilitation physical activity programing. To explore the lived experiences of individuals participating in activity programs offered through Parkwood Institute to develop recommendations for future program development. Using purposive sampling of individuals with a chronic neurological health condition who have participated in a physical activity program offered through Parkwood, we will use a grounded theory methodology to explore individual perspectives. Data will be collected using semi-structured interviews to gather critical perspectives and data will be analyzed using constant comparative analysis. Data collection and analysis will be an iterative process, meaning codes and categories will be developed from initial interviews, with subsequent data being continuously compared to identify similarities and differences. The findings of this research will, once completed, describe the impact of various physical activity programs, including benefits, challenges, and recommendations for future development. The theoretical interpretations of the findings will be presented as a list of recommendations for activity programs offered through rehabilitation centers to assist researchers, clinicians, and policy makers in decision-making.
据报道,患有慢性神经系统疾病的加拿大人未得到满足的最大健康需求与身体保养有关。解决这一问题的方法之一是通过公共机构提供的活动计划,将康复纳入二级医疗机构。位于安大略省伦敦市的帕克伍德研究所(Parkwood Institute)开发了多项计划,包括虚拟锻炼课程、日间计划和社区健身中心。参与过这些活动的人可以提供一些见解,用于创建更强大的以人为本的康复体育活动计划。 探索参与帕克伍德研究所提供的活动项目的个人的生活经历,为未来的项目开发提出建议。 通过有目的的抽样调查,我们将使用基础理论方法来探索个人观点。我们将通过半结构式访谈收集数据,以收集关键视角,并采用恒定比较分析法对数据进行分析。数据收集和分析将是一个反复的过程,这意味着将从最初的访谈中制定代码和类别,并不断比较后续数据,以确定异同。 研究完成后,研究结果将描述各种体育活动计划的影响,包括益处、挑战和对未来发展的建议。 对研究结果的理论解释将作为康复中心提供的活动项目建议清单,以帮助研究人员、临床医生和政策制定者做出决策。
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引用次数: 0
Workshop (Knowledge Generation) ID 2001810 讲习班(知识生成) ID 2001810
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-2001810s
S. Mehta, M. Nugent, K. Prasad, R. Upper, E. Loh, R. Teasell, K. Sequeira, D. Wolfe, N. Titov, B. Dear, H. Hadjistavropoulos
Guided internet-delivered CBT (ICBT) offers an alternative approach for mental health service delivery in the community for those with spinal cord injury (SCI). However, there is a lack of evidence to support its use through large, controlled trials. The primary aim of the current study is to explore the efficacy of ICBT in reducing symptoms of depression and anxiety among persons with SCI compared to an online SCI Rehabilitation Education program. Upon completing this workshop, attendees will: 1) understand the state of mental health among those post SCI; 2) explain the evidence behind guided ICBT among those post SCI; 3) apply cognitive behaviour therapy skills. The presenters of this workshop will engage in lecture to provide current state of evidence for ICBT among those post SCI, conduct small-group discussions to apply CBT skills and examine barriers and facilitators of implementing the program. Participants (n=122) endorsing symptoms of depression and/or anxiety related to SCI were randomized to an 8-week transdiagnostic ICBT program for those with SCI or an online SCI Rehabilitation Education program. Participants completed measures on depression, anxiety, self-efficacy, quality of life, and pain at pre-, post-, 3-months, and 6-months post-intervention. Significantly greater improvements in depression, anxiety, self-efficacy, quality of life, and pain interference were seen in the ICBT group compared to the Education group at post treatment and follow-up. Completion rates (∼90%) and satisfaction (>90%) were high in both groups. The findings provide evidence for the superiority of ICBT over education in improving well-being among those with SCI.
互联网指导下的 CBT(ICBT)为在社区为脊髓损伤(SCI)患者提供心理健康服务提供了另一种方法。然而,目前还缺乏通过大型对照试验支持其使用的证据。 本研究的主要目的是探讨 ICBT 与在线 SCI 康复教育计划相比,在减少 SCI 患者抑郁和焦虑症状方面的疗效。 完成本讲座后,与会者将1)了解 SCI 后患者的心理健康状况;2)解释 SCI 后患者在 ICBT 指导下进行治疗的证据;3)应用认知行为疗法技能。 本次研讨会的主讲人将通过讲座介绍 SCI 术后患者 ICBT 的证据现状,开展小组讨论以应用 CBT 技能,并研究实施该计划的障碍和促进因素。 认可与 SCI 相关的抑郁和/或焦虑症状的参与者(人数=122)被随机分配到一项针对 SCI 患者的为期 8 周的跨诊断 ICBT 计划或一项在线 SCI 康复教育计划中。参与者在干预前、干预后、干预后 3 个月和干预后 6 个月分别完成了抑郁、焦虑、自我效能、生活质量和疼痛的测量。 在治疗后和随访中,与教育组相比,综合心理治疗组在抑郁、焦虑、自我效能感、生活质量和疼痛干扰方面都有显著改善。两组的完成率(∼90%)和满意度(>90%)都很高。 研究结果证明,在改善 SCI 患者的福祉方面,综合治疗和康复训练优于教育。
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引用次数: 0
Student Competition (Technology Innovation) ID 1986855 学生竞赛(科技创新) ID 1986855
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1986855s
Ramin Fathian, A. Khandan, Chester Ho, Hossein Rouhani
Up to 70% of individuals with spinal cord injury (SCI) experience shoulder injuries during their lifetime. Previous studies revealed a link between the risk of shoulder injury and propulsion-related kinetic and kinematic parameters that were measured using SMARTWheel or in-lab motion-capture systems. Despite their high accuracy, these systems are time and labour intensive and not commonly accessible. To develop and validate a portable and accessible method to estimate the duration of the push phase using a hand-mounted inertial measurement unit (IMU). Ten volunteers (7 males, 3 females, age: 28 ± 2 y.o.) consented to participate in the study. An IMU (3D acceleration and angular velocity, sampling frequency: 512 Hz) was attached to participant’s right hand while sitting on the instrumented wheelchair equipped with SMARTWheel (sampling frequency: 240 Hz). The SMARTWheel and IMU readouts were collected while participants were propelling the wheelchair. The peaks in the resultant acceleration and continuous wavelet transform coefficients obtained from IMU were used to identify the hand contact and release, and estimate the push phase duration. No significant differences (p-value = 0.97, 0.89, and 0.94, respectively) were observed between the parameters obtained for the hand contact and release instants and push duration estimated using IMU compared to SMARTWheel with mean errors (standard deviation) of 8.4 (15.2) ms, 3.8 (22.1) ms and −4.6 (24.6) ms, respectively. These findings support the validity of using IMU as a portable alternative to the in-lab systems to estimate the push phase duration of manual wheelchair users.
多达 70% 的脊髓损伤(SCI)患者在其一生中都会经历肩部损伤。以往的研究表明,肩部受伤的风险与使用 SMARTWheel 或实验室运动捕捉系统测量的推进相关运动和运动学参数之间存在联系。尽管这些系统具有很高的准确性,但需要耗费大量的时间和人力,而且并不常见。 目的是开发并验证一种便携、易用的方法,利用手部安装的惯性测量单元(IMU)估算推动阶段的持续时间。 10 名志愿者(7 男 3 女,年龄:28 ± 2 岁)同意参与研究。参与者坐在装有 SMARTWheel(采样频率:240 Hz)的仪器轮椅上时,将 IMU(三维加速度和角速度,采样频率:512 Hz)安装在右手上。当参与者推动轮椅时,SMARTWheel 和 IMU 读数被采集。从 IMU 获得的加速度和连续小波变换系数的峰值用于识别手的接触和释放,并估算推动阶段的持续时间。 与 SMARTWheel 相比,使用 IMU 估算的手部接触和释放瞬间参数以及推动持续时间的平均误差(标准偏差)分别为 8.4 (15.2) 毫秒、3.8 (22.1) 毫秒和 -4.6 (24.6) 毫秒,没有观察到明显差异(p 值分别为 0.97、0.89 和 0.94)。 这些结果支持使用 IMU 作为实验室内系统的便携式替代方案来估算手动轮椅使用者的推动阶段持续时间的有效性。
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引用次数: 0
Post Doc Competition (Knowledge Generation) ID 1987817 博士后竞赛(知识生成) ID 1987817
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1987817s
Thomas P. Walden, Shajaky Parameswaran, Louise Brisbois, B. C. Craven
Individuals with a neurologic level of injury (NLI) C1-T10 have an UMN bowel and propensity for external anal sphincter spasm and need chemical/mechanical stimuli to evacuate their bowels versus those with an NLI T11-S5 and LMN bowel whom have a patulous sphincter and complete manual bowel disimpaction. We describe the associations between independence in sphincter control for 5 years following discharge among individuals with traumatic SCI (tSCI). Adults with tSCI (n=113, 80 men) whom completed baseline, 1, 2, and 5-year community follow-up interviews (2014-2021) were included. Responses to the Spinal Cord Independence Measure (SCIM-III) Sphincter Control and Respiration subscores were extracted. Participants were separated into UMN and LMN groups. A linear mixed model determined longitudinal differences in SCIM subscores. NLI and follow-up time points were assigned as fixed effects, age a random effect, and sex as a covariate. Observed differences were compared to the minimal clinically importance difference (MCID) in SCIM-III subscores. The mean difference in SCIM-III subscores was 4.85 between the UMN and LMN bowel groups, with UMN group scoring lower at all-time points (p≤0.017). The mean group difference was equal to the MCID, constituting a substantial meaningful difference. No differences in SCIM subscores were noted across time (p≥0.9), regardless of NLI or bowel impairment. Self-reported sphincter control remains stable for 5 years post-injury, emphasizing the need to maximizing bowel independence before discharge. Individuals with UMN bowel have lower sphincter control scores than individuals with a LMN bowel.
神经损伤程度(NLI)为 C1-T10 的患者的肠道为 UMN 肠道,容易发生肛门外括约肌痉挛,需要通过化学/机械刺激排便,而神经损伤程度为 T11-S5 和 LMN 肠道的患者的括约肌松弛,可以完全手动排便。我们描述了创伤性 SCI(tSCI)患者出院后 5 年内括约肌控制独立性之间的关联。 我们纳入了完成基线、1年、2年和5年社区随访(2014-2021年)的成年创伤性脊髓损伤患者(人数=113,男性80人)。提取了脊髓独立性测量(SCIM-III)括约肌控制和呼吸子评分。参与者被分为 UMN 组和 LMN 组。线性混合模型确定了 SCIM 子分数的纵向差异。NLI 和随访时间点作为固定效应,年龄作为随机效应,性别作为协变量。将观察到的差异与 SCIM-III 子分数的最小临床重要性差异 (MCID) 进行比较。 UMN 和 LMN 肠道组 SCIM-III 子分数的平均差异为 4.85,UMN 组在所有时间点的得分都较低(P≤0.017)。平均组间差异等于 MCID,构成了有意义的实质性差异。无论 NLI 或肠道功能受损情况如何,SCIM 子分数在不同时期均无差异(p≥0.9)。 自我报告的括约肌控制能力在伤后五年内保持稳定,这强调了在出院前最大限度地提高肠道独立性的必要性。UMN肠患者的括约肌控制评分低于LMN肠患者。
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引用次数: 0
Student Competition (Technology Innovation) ID 1970388 学生竞赛(科技创新) ID 1970388
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-1970388s
Mehdy Dousty, David J. Fleet, J. Zariffa
The evaluation of hand function after spinal cord injury (SCI) is conducted in clinical settings, which may not accurately reflect hand function in the real world, thereby limiting the efficacy assessment of new treatments. Wearable cameras, also known as egocentric video, are a novel method to evaluate hand function in non-clinical environments. Nonetheless, manual processing of vast quantities of complex video data is difficult, highlighting the need for automated data analysis. The objective of this study was to automatically identify distinct hand postures in egocentric video using unsupervised machine learning. Seventeen participants with cervical SCI recorded activities of daily living in a home simulation laboratory. A hand pose estimation algorithm was applied on detected hands to determine 2D joint locations, which were lifted to 3D coordinates. The resulting hand posture information was subjected to a number of clustering techniques. Hand grasps were manually labelled into four categories for evaluation purposes: power, precision, intermediate, and non-prehensile. K-Means clustering consistently exhibited the highest Silhouette score, which reflects the presence of discrete clusters in the data. When comparing with manual annotations, Spectral Clustering applied to a feature space consisting of 2D pose estimation with confidence scores yield the best performance as quantified by maximum match (0.48), Fowlkes-Mallows score (0.46), and normalized mutual information (0.22). This is the first attempt to develop an unsupervised, data-driven hand taxonomy for individuals with SCI using wearable technology. The findings suggest that the method is capable of grouping similar hand grasps.
脊髓损伤(SCI)后的手部功能评估是在临床环境中进行的,这可能无法准确反映真实世界中的手部功能,从而限制了新疗法的疗效评估。可穿戴式摄像机(也称为 "自我中心视频")是在非临床环境中评估手部功能的一种新方法。然而,人工处理大量复杂的视频数据十分困难,这凸显了自动数据分析的必要性。本研究的目的是利用无监督机器学习自动识别自我中心视频中不同的手部姿势。 17 名患有颈椎 SCI 的参与者在家庭模拟实验室中记录了日常生活活动。在检测到的双手上应用了手部姿势估计算法,以确定二维关节位置,并将其提升到三维坐标。由此得到的手部姿势信息采用了多种聚类技术。出于评估目的,人工将手部抓握分为四类:力量型、精确型、中间型和非理解型。 K-Means 聚类始终显示出最高的 Silhouette 分数,这反映出数据中存在离散的聚类。与人工标注相比,应用于由二维姿态估计和置信度分数组成的特征空间的光谱聚类产生了最佳性能,其量化指标包括最大匹配度(0.48)、Fowlkes-Mallows 分数(0.46)和归一化互信息(0.22)。 这是利用可穿戴技术为 SCI 患者开发无监督、数据驱动的手部分类法的首次尝试。研究结果表明,该方法能够对相似的手部抓握动作进行分组。
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引用次数: 0
Workshop (Clinical/Best Practice Implementation) ID 2001167 讲习班(临床/最佳做法实施) ID 2001167
IF 2.9 Q1 REHABILITATION Pub Date : 2023-09-01 DOI: 10.46292/sci23-2001167s
Jennifer M. Duley, Carmen D. Carmazan, Stephen J. Patton
Hamilton’s Spinal Cord Injury (SCI) Regional Rehabilitation Program in collaboration with SCI Consortium is implementing tissue integrity monitoring for pressure injury (PI) prevention. An increased prevalence of PI was found in 2021 - 2022 compared to 2020 on Hamilton’s SCI Rehabilitation Unit. To address this finding, the clinical team introduced a staff and patient education program focused on PI prevention. Upon completion of this workshop, the attendees will be aware of the CQI methodology used to implement the best practices related to tissue integrity and appreciate the education pathway for both staff and patients. Using a Continuous Quality Improvement model, a systematic approach was used to enhance the education model for staff and patients on skin assessment and appropriate interventions. A process map was created outlining steps for each discipline involved in skin assessment, intervention, and patient education. Education plan included Skin & Wound Management workshop, individual and group patient education, daily skin check calendar for patient/staff use. The workshop will be delivered in a lecture format, ending with discussion time. Preliminary data post partial implementation of the education program showed a decrease of 12% in the prevalence of PIs in the patients discharged from the program between July 2022 and March 2023 compared to January 2021 – June 2022. Preliminary results are encouraging in demonstrating that implementation of a comprehensive education plan for staff and patients using a structured framework is effective in reducing the prevalence of pressure injuries in the inpatient SCI rehab unit.
汉密尔顿脊髓损伤(SCI)区域康复计划与 SCI 联合会合作,正在实施组织完整性监测,以预防压力损伤(PI)。与 2020 年相比,2021-2022 年汉密尔顿 SCI 康复科的压伤发生率有所上升。针对这一发现,临床团队推出了一项以预防压力损伤为重点的员工和患者教育计划。完成本次研讨会后,与会者将了解用于实施组织完整性相关最佳实践的 CQI 方法,并了解员工和患者的教育途径。 利用持续质量改进模式,我们采用了一种系统方法来加强对员工和患者进行皮肤评估和适当干预的教育模式。绘制了流程图,概述了皮肤评估、干预和患者教育所涉及的各个学科的步骤。教育计划包括皮肤和伤口管理研讨会、个人和集体患者教育、供患者/员工使用的每日皮肤检查日历。工作坊将以讲座的形式进行,最后安排讨论时间。 教育计划部分实施后的初步数据显示,与 2021 年 1 月至 2022 年 6 月相比,2022 年 7 月至 2023 年 3 月期间从该计划出院的患者的 PI 发病率下降了 12%。 初步结果令人鼓舞,表明采用结构化框架对员工和患者实施全面的教育计划能有效降低 SCI 康复住院部的压伤发生率。
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Topics in Spinal Cord Injury Rehabilitation
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