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The Interplay Between Walking Speed, Economy, and Stability After Stroke. 中风后行走速度、经济性和稳定性之间的相互作用
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-04-01 Epub Date: 2023-03-02 DOI: 10.1097/NPT.0000000000000431
Louis N Awad, Brian A Knarr, Pawel Kudzia, Thomas S Buchanan

Background and purpose: Energy minimization is thought to underlie the naturally selected, preferred walking speed; however, people post-stroke walk slower than their most economical speed, presumably to optimize other objectives, such as stability. The purpose of this study was to examine the interplay between walking speed, economy, and stability.

Methods: Seven individuals with chronic hemiparesis walked on a treadmill at 1 of 3 randomized speeds: slow, preferred, and fast. Concurrent measurements of speed-induced changes in walking economy (ie, the energy needed to move 1 kg of bodyweight 1 ml O 2 /kg/m) and stability were made. Stability was quantified as the regularity and divergence of the mediolateral motion of the pelvic center of mass (pCoM) during walking, as well as pCoM motion relative to the base of support.

Results: Slower walking speeds were more stable (ie, pCoM motion was 10% ± 5% more regular and 26% ± 16% less divergent) but 12% ± 5% less economical. Conversely, faster walking speeds were 9% ± 8% more economical, but also less stable (ie, pCoM motion was 17% ± 5% more irregular). Individuals with slower walking speeds had an enhanced energetic benefit when walking faster ( rs = 0.96, P < 0.001). Individuals with greater neuromotor impairment had an enhanced stability benefit when walking slower ( rs = 0.86, P = 0.01).

Discussion and conclusions: People post-stroke appear to prefer walking speeds that are faster than their most stable speed but slower than their most economical speed. The preferred walking speed after stroke appears to balance stability and economy. To encourage faster and more economical walking, deficits in the stable control of the mediolateral motion of the pCoM may need to be addressed.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, http://links.lww.com/JNPT/A416 ).

背景和目的:能量最小化被认为是自然选择的首选步行速度的基础;然而,中风后患者的步行速度低于其最经济的速度,这可能是为了优化其他目标,如稳定性。本研究的目的是考察步行速度、经济性和稳定性之间的相互作用:方法:七名慢性偏瘫患者在跑步机上以三种随机速度中的一种行走:慢速、优先速度和快速。同时测量速度引起的行走经济性(即移动 1 kg 体重 1 ml O 2 /kg/m 所需的能量)和稳定性的变化。稳定性被量化为行走过程中骨盆质心(pCoM)内外侧运动的规律性和发散性,以及骨盆质心相对于支撑基点的运动:较慢的步行速度更稳定(即骨盆质量中心运动的规律性增加 10% ± 5%,发散性减少 26% ± 16%),但经济性降低 12% ± 5%。相反,行走速度较快的人经济性提高了 9% ± 8%,但稳定性也较差(即 pCoM 运动的不规则性提高了 17% ± 5%)。步行速度较慢的人在步行速度较快时能量效益更高(rs = 0.96,P < 0.001)。神经运动障碍较严重的人在步行速度较慢时,稳定性益处增强(rs = 0.86,P = 0.01):讨论与结论:中风后患者似乎更喜欢快于其最稳定速度但慢于其最经济速度的行走速度。中风后的首选步行速度似乎兼顾了稳定性和经济性。为了鼓励更快、更经济的行走,可能需要解决pCoM内外侧运动的稳定控制缺陷。视频摘要可获得作者的更多见解(见视频,补充数字内容1,http://links.lww.com/JNPT/A416 )。
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引用次数: 0
Physical Exercise Interventions on Quality of Life in Parkinson Disease: A Network Meta-analysis. 体育锻炼干预对帕金森病患者生活质量的影响:网络meta分析
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-04-01 DOI: 10.1097/NPT.0000000000000414
Patricia Lorenzo-García, Sergio Núñez de Arenas-Arroyo, Iván Cavero-Redondo, María José Guzmán-Pavón, Susana Priego-Jiménez, Celia Álvarez-Bueno

Background and purpose: Physical exercise is considered an effective intervention for maintaining or improving quality of life (QoL) in patients with Parkinson disease (PD), but there is no evidence showing which type of physical exercise intervention has more positive effects. This systematic review and meta-analysis aimed to synthesize the evidence regarding the effectiveness of exercise interventions on improving QoL in patients with PD, comparing different types of exercise interventions.

Methods: A literature search was conducted through January 2022. The methodological quality of the trials was assessed using the Cochrane risk of bias tool RoB2. For the meta-analysis, physical exercise interventions were classified into 5 training categories: resistance, endurance, alternative exercises, dance, and sensorimotor interventions. A standard meta-analysis and network meta-analysis were carried out to evaluate the efficacy of the different types of physical exercise interventions.

Results: The search retrieved 2451 studies, 48 of which were included in this network meta-analysis with a total of 2977 patients with PD. The indirect effects of the network meta-analysis showed positive results for alternative exercises (-0.46; 95% confidence interval [CI]: -0.76, -0.16), dance (-0.63; 95% CI: -1.08, -0.17), and sensorimotor interventions (-0.23; 95% CI: -0.40, -0.07) versus control comparisons.

Discussion and conclusions: More research is needed to determine the types of physical exercise interventions that are most beneficial and for which conditions of the disease they have the most positive effects.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, http://links.lww.com/JNPT/A398 ).

背景与目的:体育锻炼被认为是维持或改善帕金森病(PD)患者生活质量(QoL)的有效干预措施,但目前尚无证据表明哪一种体育锻炼干预措施的积极作用更大。本系统综述和荟萃分析旨在综合运动干预对改善PD患者生活质量的有效性的证据,比较不同类型的运动干预。方法:文献检索至2022年1月。使用Cochrane风险偏倚工具RoB2评估试验的方法学质量。在荟萃分析中,体育锻炼干预被分为5个训练类别:阻力、耐力、替代运动、舞蹈和感觉运动干预。采用标准荟萃分析和网络荟萃分析对不同类型体育锻炼干预的效果进行评价。结果:检索到2451项研究,其中48项纳入该网络荟萃分析,共2977例PD患者。网络meta分析的间接效应显示,替代运动的结果为正(-0.46;95%置信区间[CI]: -0.76, -0.16),舞蹈(-0.63;95% CI: -1.08, -0.17),感觉运动干预(-0.23;95% CI: -0.40, -0.07)。讨论和结论:需要更多的研究来确定最有益的体育锻炼干预类型,以及对哪种疾病有最积极的影响。视频摘要可获得作者的更多见解(参见视频,补充数字内容1,http://links.lww.com/JNPT/A398)。
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引用次数: 0
Walking Endurance and Oxygen Uptake On-Kinetics in Individuals With Parkinson Disease Following Overground Locomotor Training. 帕金森病患者地面运动训练后的步行耐力和氧摄取动力学
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-04-01 DOI: 10.1097/NPT.0000000000000423
Andrew E Pechstein, Jared M Gollie, Randall E Keyser, Andrew A Guccione
Background and Purpose: Poor walking endurance in Parkinson disease (PD) may be attributable to both bioenergetic and biomechanical factors, but locomotor training methods addressing both these factors simultaneously are understudied. Our objective was to examine the effects of overground locomotor training (OLT) on walking endurance in individuals with mild-to-moderate PD, and to further explore potential cardiorespiratory contributions. Methods: A single-arm, longitudinal design was used to examine the effects of 24 biweekly sessions of OLT in people with mild-to-moderate PD (n = 12). Walking endurance was measured as total distance walked during a 10-minute walk test (10minWT). Oxygen uptake (V˙o2) on-kinetic profiles were determined using a monoexponential function. Perceived fatigability was assessed following the 10minWT using a self-report scale. Magnitude of change in primary outcomes was assessed using Cohen's d and adjusted for sample size (Cohen's d(unbiased)). Results: Participants executed 3036 (297) steps and maintained 65.5% (8%) age-predicted heart rate maximum in a typical session lasting 56.9 (2.5) minutes. Medium effects in total distance walked—885.9 (157.2) versus 969.5 (140.9); Cohen's d(unbiased) = 0.54—and phase II time constant of the V˙o2 on-kinetic profile—33.7 (12.3) versus 25.9 (15.3); Cohen's d(unbiased) = 0.54—were observed alongside trivial effects for perceived fatigability—4.7 (1.4) versus 4.8 (1.5); Cohen's d(unbiased) = 0.11—following OLT. Discussion and Conclusions: These preliminary findings may demonstrate the potential for moderate-intensity OLT to improve walking endurance and enhance cardiorespiratory adjustments to walking activity in adults with mild-to-moderate PD. Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, http://links.lww.com/JNPT/A407).
背景与目的:帕金森病(PD)患者行走耐力差可能与生物能量和生物力学因素有关,但同时解决这两个因素的运动训练方法尚未得到充分研究。我们的目的是研究地面运动训练(OLT)对轻度至中度PD患者步行耐力的影响,并进一步探讨其对心肺功能的潜在影响。方法:采用单臂纵向设计,对轻度至中度PD患者(n = 12)进行24次双周OLT治疗的效果进行研究。步行耐力测量为在10分钟步行测试(10minWT)中行走的总距离。氧摄取(V˙o2)动力学谱用单指数函数测定。感知疲劳在10minWT后使用自我报告量表进行评估。使用Cohen's d评估主要结局的变化幅度,并根据样本量进行调整(Cohen's d(无偏))。结果:参与者执行3036(297)步,并在持续56.9(2.5)分钟的典型会话中保持65.5%(8%)年龄预测的最大心率。对总步行距离的中等影响——885.9(157.2)对969.5 (140.9);Cohen's d(无偏)= 0.54,V˙o2动力学剖面的II期时间常数为33.7(12.3)对25.9 (15.3);Cohen's d(无偏)= 0.54与感知疲劳的轻微影响一起观察到-4.7(1.4)对4.8 (1.5);Cohen’s d(无偏)= 0.11。讨论和结论:这些初步研究结果可能表明,中等强度的OLT有可能改善轻度至中度PD患者的步行耐力,并增强步行活动的心肺调节。视频摘要可获得作者的更多见解(参见视频,补充数字内容1,http://links.lww.com/JNPT/A407)。
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引用次数: 0
JNPT Congratulates the Members Honored With the 2023 Academy of Neurologic Physical Therapy Awards. JNPT祝贺荣获2023年神经物理治疗学会奖的成员。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-04-01 DOI: 10.1097/NPT.0000000000000433
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引用次数: 0
A Hybrid Assessment of Clinical Mobility Test Items for Evaluating Individuals With Mild Traumatic Brain Injury. 用于评估轻度颅脑损伤患者的临床活动性测试项目的混合评估。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-04-01 Epub Date: 2022-12-19 DOI: 10.1097/NPT.0000000000000427
Peter C Fino, Patrick G Michielutti, Ryan Pelo, Lucy Parrington, Leland E Dibble, Carrie W Hoppes, Mark E Lester, Margaret M Weightman, Laurie A King

Background and purpose: The Functional Gait Assessment (FGA) and High Level Mobility Assessment Tool (HiMAT) are clinical batteries used to assess people with mild traumatic brain injury (mTBI). However, neither assessment was specifically developed for people with mTBI; the FGA was developed to evaluate vestibular deficits, and the HiMAT was developed for individuals with more severe TBI. To maximize the sensitivity and reduce the time burden of these assessments, the purpose of this study was to determine the combination of FGA and HiMAT items that best discriminates persons with persistent symptoms from mTBI from healthy controls.

Methods: Fifty-three symptomatic civilians with persistent symptoms from mTBI (21% male, aged 31 (9.5) years, 328 [267] days since concussion) and 57 healthy adults (28% male, aged 32 (9.6) years) participated across 3 sites. The FGA and HiMAT were evaluated sequentially as part of a larger study. To determine the best combination of items, a lasso-based generalized linear model (glm) was fit to all data.

Results: The area under the curve (AUC) for FGA and HiMAT total scores was 0.68 and 0.66, respectively. Lasso regression selected 4 items, including FGA Gait with Horizontal Head Turns and with Pivot Turn, and HiMAT Fast Forward and Backward Walk, and yielded an AUC (95% confidence interval) of 0.71 (0.61-0.79) using standard scoring.

Discussion and conclusions: The results provide initial evidence supporting a reduced, 4-Item Hybrid Assessment of Mobility for mTBI (HAM-4-mTBI) for monitoring individuals with mTBI. Future work should validate the HAM-4-mTBI and investigate its utility for tracking progression throughout rehabilitation.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, http://links.lww.com/JNPT/A409 ).

背景和目的:功能性步态评估(FGA)和高水平活动性评估工具(HiMAT)是用于评估轻度创伤性脑损伤(mTBI)患者的临床组合。然而,这两项评估都不是专门针对mTBI患者制定的;FGA是为评估前庭缺陷而开发的,HiMAT是为患有更严重TBI的个体而开发的。为了最大限度地提高这些评估的敏感性并减少时间负担,本研究的目的是确定FGA和HiMAT项目的组合,该组合最能区分患有持续性mTBI症状的人和健康对照。方法:53名有mTBI持续症状的有症状平民(21%为男性,年龄31(9.5)岁,脑震荡后328[267]天)和57名健康成年人(28%为男性,32(9.6)岁)参与了3个地点的研究。作为更大规模研究的一部分,对FGA和HiMAT进行了顺序评估。为了确定项目的最佳组合,基于套索的广义线性模型(glm)适用于所有数据。结果:FGA和HiMAT总分的曲线下面积(AUC)分别为0.68和0.66。Lasso回归选择了4个项目,包括水平头转和枢轴转的FGA步态,以及HiMAT快速向前和向后行走,使用标准评分得出0.71(0.61-0.79)的AUC(95%置信区间)。讨论和结论:研究结果提供了初步证据,支持mTBI的4项混合移动性评估(HAM-4-mTBI),用于监测mTBI患者。未来的工作应该验证HAM-4-mTBI,并研究其在整个康复过程中跟踪进展的效用。可从作者处获得更多见解的视频摘要(参见补充数字内容1,http://links.lww.com/JNPT/A409)。
{"title":"A Hybrid Assessment of Clinical Mobility Test Items for Evaluating Individuals With Mild Traumatic Brain Injury.","authors":"Peter C Fino, Patrick G Michielutti, Ryan Pelo, Lucy Parrington, Leland E Dibble, Carrie W Hoppes, Mark E Lester, Margaret M Weightman, Laurie A King","doi":"10.1097/NPT.0000000000000427","DOIUrl":"10.1097/NPT.0000000000000427","url":null,"abstract":"<p><strong>Background and purpose: </strong>The Functional Gait Assessment (FGA) and High Level Mobility Assessment Tool (HiMAT) are clinical batteries used to assess people with mild traumatic brain injury (mTBI). However, neither assessment was specifically developed for people with mTBI; the FGA was developed to evaluate vestibular deficits, and the HiMAT was developed for individuals with more severe TBI. To maximize the sensitivity and reduce the time burden of these assessments, the purpose of this study was to determine the combination of FGA and HiMAT items that best discriminates persons with persistent symptoms from mTBI from healthy controls.</p><p><strong>Methods: </strong>Fifty-three symptomatic civilians with persistent symptoms from mTBI (21% male, aged 31 (9.5) years, 328 [267] days since concussion) and 57 healthy adults (28% male, aged 32 (9.6) years) participated across 3 sites. The FGA and HiMAT were evaluated sequentially as part of a larger study. To determine the best combination of items, a lasso-based generalized linear model (glm) was fit to all data.</p><p><strong>Results: </strong>The area under the curve (AUC) for FGA and HiMAT total scores was 0.68 and 0.66, respectively. Lasso regression selected 4 items, including FGA Gait with Horizontal Head Turns and with Pivot Turn, and HiMAT Fast Forward and Backward Walk, and yielded an AUC (95% confidence interval) of 0.71 (0.61-0.79) using standard scoring.</p><p><strong>Discussion and conclusions: </strong>The results provide initial evidence supporting a reduced, 4-Item Hybrid Assessment of Mobility for mTBI (HAM-4-mTBI) for monitoring individuals with mTBI. Future work should validate the HAM-4-mTBI and investigate its utility for tracking progression throughout rehabilitation.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, http://links.lww.com/JNPT/A409 ).</p>","PeriodicalId":49030,"journal":{"name":"Journal of Neurologic Physical Therapy","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10033306/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10040406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Lessons Learned in Outpatient Physical Therapy for Motor Functional Neurological Disorder. 运动功能神经障碍门诊物理治疗的经验教训。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1097/NPT.0000000000000415
Julie Maggio, Kevin Kyle, Christopher D Stephen, David L Perez

Background and purpose: Motor functional neurological disorder is a prevalent and costly condition at the intersection of neurology and psychiatry that is diagnosed using positive "rule-in" signs. Physical therapy is a first-line treatment and consensus recommendations exist to guide clinical care. Nonetheless, optimal outpatient treatment of adults with functional motor symptoms requires an expanded physical therapy tool kit to effectively guide care.

Summary of key points: In this article, lessons learned from a physical therapist practicing in a multidisciplinary and interdisciplinary outpatient functional neurological disorder clinic are highlighted. In doing so, we discuss how use of the biopsychosocial model and neuroscience constructs can inform physical therapy interventions. The importance of team-based care and the delivery of physical therapy through video telehealth services are also outlined.

Recommendations for clinical practice: Use of the biopsychosocial formulation to triage clinical challenges and guide longitudinal care, coupled with application of neuroscience to aid intervention selection, allows for patient-centered physical therapy treatment across the spectrum of functional motor symptoms.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, available at: http://links.lww.com/JNPT/A400 ).

背景和目的:运动功能神经障碍是神经病学和精神病学交叉领域的一种普遍且昂贵的疾病,使用阳性的“规则”体征进行诊断。物理治疗是一线治疗方法,存在指导临床护理的共识建议。尽管如此,成人功能性运动症状的最佳门诊治疗需要一个扩展的物理治疗工具包,以有效地指导护理。重点总结:在这篇文章中,从一个多学科和跨学科门诊功能神经障碍诊所的物理治疗师的经验教训进行了强调。在此过程中,我们讨论了如何使用生物心理社会模型和神经科学结构来为物理治疗干预提供信息。还概述了以团队为基础的护理和通过视频远程保健服务提供物理治疗的重要性。临床实践建议:使用生物心理社会理论对临床挑战进行分类,并指导纵向护理,再加上应用神经科学来辅助干预选择,允许以患者为中心的物理疗法治疗各种功能性运动症状。视频摘要可获得作者的更多见解(参见视频,补充数字内容1,可在:http://links.lww.com/JNPT/A400)。
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引用次数: 1
2022 Foundation for Physical Therapy Research Awards. 2022物理治疗研究基金会奖。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-01-01 Epub Date: 2022-12-07 DOI: 10.1097/NPT.0000000000000424
{"title":"2022 Foundation for Physical Therapy Research Awards.","authors":"","doi":"10.1097/NPT.0000000000000424","DOIUrl":"10.1097/NPT.0000000000000424","url":null,"abstract":"","PeriodicalId":49030,"journal":{"name":"Journal of Neurologic Physical Therapy","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49684075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Artificial Intelligence and Neurologic Physical Therapy. 人工智能与神经物理治疗。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1097/NPT.0000000000000426
George Fulk
{"title":"Artificial Intelligence and Neurologic Physical Therapy.","authors":"George Fulk","doi":"10.1097/NPT.0000000000000426","DOIUrl":"https://doi.org/10.1097/NPT.0000000000000426","url":null,"abstract":"","PeriodicalId":49030,"journal":{"name":"Journal of Neurologic Physical Therapy","volume":null,"pages":null},"PeriodicalIF":3.8,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10045258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improvement in the Capacity for Activity Versus Improvement in Performance of Activity in Daily Life During Outpatient Rehabilitation. 门诊康复期间活动能力的提高与日常生活活动能力的提高。
IF 2.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2023-01-01 Epub Date: 2022-08-04 DOI: 10.1097/NPT.0000000000000413
Catherine E Lang, Carey L Holleran, Michael J Strube, Terry D Ellis, Caitlin A Newman, Meghan Fahey, Tamara R DeAngelis, Timothy J Nordahl, Darcy S Reisman, Gammon M Earhart, Keith R Lohse, Marghuretta D Bland
{"title":"Improvement in the Capacity for Activity Versus Improvement in Performance of Activity in Daily Life During Outpatient Rehabilitation.","authors":"Catherine E Lang, Carey L Holleran, Michael J Strube, Terry D Ellis, Caitlin A Newman, Meghan Fahey, Tamara R DeAngelis, Timothy J Nordahl, Darcy S Reisman, Gammon M Earhart, Keith R Lohse, Marghuretta D Bland","doi":"10.1097/NPT.0000000000000413","DOIUrl":"10.1097/NPT.0000000000000413","url":null,"abstract":"","PeriodicalId":49030,"journal":{"name":"Journal of Neurologic Physical Therapy","volume":null,"pages":null},"PeriodicalIF":2.6,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/a8/1e/jnpt-47-16.PMC9750113.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10417192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a Berg Balance Scale Short-Form Using a Machine Learning Approach in Patients With Stroke. 利用机器学习方法在中风患者中开发Berg平衡量表简表。
IF 3.8 3区 医学 Q1 Medicine Pub Date : 2023-01-01 DOI: 10.1097/NPT.0000000000000417
Inga Wang, Pei-Chi Li, Shih-Chieh Lee, Ya-Chen Lee, Chun-Hou Wang, Ching-Lin Hsieh

Background and purpose: The Berg Balance Scale (BBS) is frequently used in routine clinical care and research settings and has good psychometric properties. This study was conducted to develop a short form of the BBS using a machine learning approach (BBS-ML).

Methods: Data of 408 individuals poststroke were extracted from a published database. The initial (ie, 4-, 5-, 6-, 7-, and 8-item) versions were constructed by selecting top-ranked items based on the feature selection algorithm in the artificial neural network model. The final version of the BBS-ML was chosen by selecting the short form that used a smaller number of items to achieve a higher predictive power R2 , a lower 95% limit of agreement (LoA), and an adequate possible scoring point (PSP). An independent sample of 226 persons with stroke was used for external validation.

Results: The R2 values for the initial 4-, 5-, 6-, 7-, and 8-item short forms were 0.93, 0.95, 0.97, 0.97, and 0.97, respectively. The 95% LoAs were 14.2, 12.2, 9.7, 9.6, and 8.9, respectively. The PSPs were 25, 35, 34, 35, and 36, respectively. The 6-item version was selected as the final BBS-ML. Preliminary external validation supported its performance in an independent sample of persons with stroke ( R2 = 0.99, LoA = 10.6, PSP = 37).

Discussion and conclusions: The BBS-ML seems to be a promising short-form alternative to improve administrative efficiency. Future research is needed to examine the psychometric properties and clinical usage of the 6-item BBS-ML in various settings and samples.Video Abstract available for more insights from the authors (see the Video, Supplemental Digital Content 1, available at: http://links.lww.com/JNPT/A402 ).

背景与目的:伯格平衡量表(BBS)在常规临床护理和研究中经常使用,具有良好的心理测量特性。本研究旨在使用机器学习方法(BBS- ml)开发一种简短形式的BBS。方法:从已发表的数据库中提取408例脑卒中患者的资料。根据人工神经网络模型中的特征选择算法,选择排名靠前的项目,构建初始版本(即4-、5-、6-、7-和8-)。BBS-ML的最终版本是通过选择使用较少项目数量的简短形式来获得更高的预测能力R2,较低的95%一致性限制(LoA)和足够的可能评分点(PSP)来选择的。采用226例卒中患者的独立样本进行外部验证。结果:4项、5项、6项、7项和8项简短表格的初始R2值分别为0.93、0.95、0.97、0.97和0.97。95% loa分别为14.2、12.2、9.7、9.6和8.9。PSPs分别为25、35、34、35、36。6个项目的版本被选为最终的BBS-ML。初步的外部验证支持其在卒中患者独立样本中的表现(R2 = 0.99, LoA = 10.6, PSP = 37)。讨论和结论:BBS-ML似乎是提高管理效率的一种很有前途的短格式替代方案。未来的研究需要在不同的环境和样本中检验6项BBS-ML的心理测量特性和临床应用。视频摘要可获得作者的更多见解(参见视频,补充数字内容1,可在:http://links.lww.com/JNPT/A402)。
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引用次数: 1
期刊
Journal of Neurologic Physical Therapy
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