Kinetics

动力学
  • 文章类型: Journal Article
    以下综述集中于使用聚合物材料制造软性隐形眼镜的眼部药物递送系统(DDS)的制造和参数化。它讨论了嵌入隐形眼镜的药物类型,生产中使用的各种聚合物材料,评估聚合物机械性能的方法,和研究药物释放动力学的技术。本文还探讨了研究隐形眼镜释放的活性物质稳定性的策略。它特别强调生产用环孢菌素A(CyA)修饰的软性隐形眼镜,用于局部治疗特定的眼部疾病。该综述关注在讨论的DDS中监测环孢菌素A稳定性的方法,以及研究聚合物基质类型对CyA的稳定性和释放的影响。
    The following review focuses on the manufacturing and parameterizing of ocular drug delivery systems (DDS) using polymeric materials to create soft contact lenses. It discusses the types of drugs embedded into contact lenses, the various polymeric materials used in their production, methods for assessing the mechanical properties of polymers, and techniques for studying drug release kinetics. The article also explores strategies for investigating the stability of active substances released from contact lenses. It specifically emphasizes the production of soft contact lenses modified with Cyclosporine A (CyA) for the topical treatment of specific ocular conditions. The review pays attention to methods for monitoring the stability of Cyclosporine A within the discussed DDS, as well as investigating the influence of polymer matrix type on the stability and release of CyA.
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  • 文章类型: Journal Article
    背景:已经在全膝关节置换术(TKA)后的患者中描述了步态异常,导致关节间协调异常的发展和跌倒的风险增加。据报道,这种损害长期持续存在,尽管大多数研究评估了步态模式,尤其是在TKA后的头几个月。
    目的:与年龄匹配的健康受试者相比,TKA后患者的长期步态障碍是什么?
    方法:对MEDLINE/PubMed进行了系统搜索,EMBASE,CENTRAL和Scopus数据库。观察性研究或随机对照试验调查步态的时空,与年龄匹配的健康受试者相比,TKA患者在超过6个月的时间窗内的运动学和动力学参数被纳入.使用修改后的DownsandBlack(D&B)检查表和参与者特征评估方法质量,提取了外科手术细节和结果指标.汇总或未汇总的结果分为“6个月-1年”和“超过1年”时间点类别。
    结果:共纳入28项研究(976例患者)。总体质量一般,平均改良D&B得分为63.5%。降低的速度,步幅长度,在“6个月-1年”随访时,与健康个体相比,患者发现了节奏和更长的姿势阶段。在TKA后1年以上也发现了时空参数缺陷,检测到较低的单肢支撑和较长的双肢支撑持续时间。这些损伤伴随着沿着矢状和额面的膝盖运动范围的减小以及动力学参数的改变而发生。TKA后还检测到髋关节运动学和动力学长期损伤。
    结论:这些发现强调了TKA患者与年龄匹配的健康受试者相比的长期步态模式改变。未来的研究应该确定能够减少TKA后患者长期步态模式改变并改善功能的干预措施。
    BACKGROUND: Gait abnormalities have been described in patients after total knee arthroplasty (TKA), leading to the development of inter-joint coordination abnormalities and increased risk of falling. Such impairments have been reported to persist in the long-term, although the majority of studies assessed gait pattern especially in the first months after TKA.
    OBJECTIVE: What are the long-term gait impairments in patients after TKA compared to healthy age-matched subjects?
    METHODS: A systematic search was conducted on MEDLINE/PubMed, EMBASE, CENTRAL and Scopus databases. Observational studies or randomized controlled trials investigating gait spatial-temporal, kinematic and kinetics parameters in a time-window longer than 6 months in patients with TKA compared to healthy age-matched subjects were included. Methodological quality was assessed using the modified Downs and Black (D&B) checklist and participants\' characteristics, surgical procedures details and outcome measures were extracted. Pooled or un-pooled findings were categorized into \"6 months - 1 year\" and \"more than 1 year\" timepoint categories.
    RESULTS: Twenty-eight studies (976 patients) were included. Overall quality was fair with a mean modified D&B score of 63.5 %. Reduced speed, stride length, cadence and longer stance phase were found in patients when compared to healthy individuals at \"6 months - 1 year\" follow-up. Spatial-temporal parameters deficits were also found at more than 1 year after TKA, where lower single-limb support and longer double-limb support durations were detected. These impairments occurred in concomitance with decreased knee range of motion along the sagittal and frontal planes and altered kinetic parameters. Hip kinematic and kinetic long-term impairments were also detected after TKA.
    CONCLUSIONS: These findings highlighted long-term gait pattern alterations in patients with TKA compared to age-matched healthy subjects. Future studies should identify interventions able to reduce long-term gait pattern alterations and improve function in patients after TKA.
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  • 文章类型: Systematic Review
    ACL受伤后,康复包括多个阶段,这些阶段之间的进展是通过对活动的主观视觉评估来指导的,如跑步,跳跃,跳跃着陆,等。评估过程中对膝关节力矩和GRF等客观动力学措施的估计可以帮助物理治疗师了解膝关节负荷并制定康复方案。用于估计动力学的常规方法需要复杂的,昂贵的系统,并且仅限于实验室设置。或者,在文献中已经提出了多种算法来从仅使用IMU测量的运动学估计动力学。然而,对患者人群的准确性和普适性的认识仍然有限.因此,本文旨在确定使用仅从IMU测量的运动学估计动力学参数的可用算法,并通过全面的系统评价评估其在ACL康复中的适用性。通过搜索确定的论文是根据感兴趣的建模技术和动力学参数进行分类的,随后根据康复期间ACL患者的准确性和适用性进行比较。IMU在以良好的精度估计动力学参数方面表现出潜力,特别是对于健康队列中的矢状运动。然而,发现了几个缺点,并提出了未来的改进方向,包括扩展所提出的算法以适应多平面运动,并在不同患者群体,特别是ACL群体中验证所提出的技术。
    After an ACL injury, rehabilitation consists of multiple phases, and progress between these phases is guided by subjective visual assessments of activities such as running, hopping, jump landing, etc. Estimation of objective kinetic measures like knee joint moments and GRF during assessment can help physiotherapists gain insights on knee loading and tailor rehabilitation protocols. Conventional methods deployed to estimate kinetics require complex, expensive systems and are limited to laboratory settings. Alternatively, multiple algorithms have been proposed in the literature to estimate kinetics from kinematics measured using only IMUs. However, the knowledge about their accuracy and generalizability for patient populations is still limited. Therefore, this article aims to identify the available algorithms for the estimation of kinetic parameters using kinematics measured only from IMUs and to evaluate their applicability in ACL rehabilitation through a comprehensive systematic review. The papers identified through the search were categorized based on the modelling techniques and kinetic parameters of interest, and subsequently compared based on the accuracies achieved and applicability for ACL patients during rehabilitation. IMUs have exhibited potential in estimating kinetic parameters with good accuracy, particularly for sagittal movements in healthy cohorts. However, several shortcomings were identified and future directions for improvement have been proposed, including extension of proposed algorithms to accommodate multiplanar movements and validation of the proposed techniques in diverse patient populations and in particular the ACL population.
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  • 文章类型: Journal Article
    酪氨酸酶是一种铜氧化酶,它催化黑色素生成途径的前两步,L-酪氨酸转化为L-多巴,然后,o-dopaquinone和dopachrome.色素沉着不足,最重要的是,色素沉着过度的问题可以根据他们的活动起源。这种酶还促进水果和蔬菜的褐变。因此,监管机构对其活动的控制是具有重要意义的研究课题。在这项工作中,我们考虑使用酶的单酚酶和二酚酶活性的抑制剂来实现这种控制。提出了一种实验设计和数据分析,可以准确计算单酚酶活性(iM)和二酚酶活性(iD)的抑制程度。可以根据IC50M(单酚酶)和IC50D(二酚酶)的值计算两种活性的IC50值(在固定底物浓度下引起50%抑制的抑制剂的量)。此外,可以从这些值中推导出抑制的强度和类型。这些IC50D值的数据分析允许获得[公式:见文本]或[公式:见文本]的值,或和[公式:见文本]来自IC50M的值。在所有情况下,不同的值必须满足它们与IC50M和IC50D的关系。
    Tyrosinase is a copper oxidase enzyme which catalyzes the first two steps in the melanogenesis pathway, L-tyrosine to L-dopa conversion and, then, to o-dopaquinone and dopachrome. Hypopigmentation and, above all, hyperpigmentation issues can be originated depending on their activity. This enzyme also promotes the browning of fruits and vegetables. Therefore, control of their activity by regulators is research topic of great relevance. In this work, we consider the use of inhibitors of monophenolase and diphenolase activities of the enzyme in order to accomplish such control. An experimental design and data analysis which allow the accurate calculation of the degree of inhibition of monophenolase activity (iM) and diphenolase activity (iD) are proposed. The IC50 values (amount of inhibitor that causes 50 % inhibition at a fixed substrate concentration) can be calculated for the two activities and from the values of IC50M (monophenolase) and IC50D(diphenolase). Additionally, the strength and type of inhibition can be deduced from these values. The data analysis from these IC50D values allows to obtain the values of [Formula: see text] or [Formula: see text] , or and [Formula: see text] from the values of IC50M. In all cases, the values of the different must satisfy their relationship with IC50M and IC50D.
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  • 文章类型: Journal Article
    深蹲是康复环境中最常用的规定练习之一。下蹲的性能可以通过改变参数来修改,如站位宽度,脚旋转,树干位置,胫骨位置,和深度。了解各种下蹲技术如何影响关节负荷和肌肉需求,对于在各种临床条件下正确处方该运动很重要。此临床评论的目的是讨论深蹲的生物力学要求如何受到各种可修改参数的影响。提出了针对特定临床状况的一般建议。
    5.
    The squat is one of the most frequently prescribed exercises in the rehabilitative setting. Performance of the squat can be modified by changing parameters such as stance width, foot rotation, trunk position, tibia position, and depth. An understanding of how the various squatting techniques can influence joint loading and muscular demands is important for the proper prescription of this exercise for various clinical conditions. The purpose of this clinical commentary is to discuss how the biomechanical demands of the squat can be influenced by various modifiable parameters. General recommendations for specific clinical conditions are presented.
    UNASSIGNED: 5.
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  • 文章类型: Journal Article
    缺乏对在反运动跳跃(CMJ)和/或跌落跳跃(DJ)期间将初级前交叉韧带重建(ACLR)与健康对照区分开来的力板参数的全面理解。这篇评论通过确定区分力板参数并检查CMJ和/或DJ期间ACLR后个体随时间的变化来解决这一差距。
    我们遵循系统评价和荟萃分析(PRISMA)指南的首选报告项目进行了系统评价和荟萃分析。从成立到2022年3月,共检索了9个数据库。我们纳入了横断面论文,将ACLR后与健康对照进行比较,或对ACLR后至少6个月的个体进行纵向研究,同时在力板上进行CMJ和/或DJ。使用修改的Downs和黑色清单评估了方法学质量。
    33项研究,包括1185名(50.38%)ACLR后参与者,和1167名(49.62%)健康对照,包括在内。数据被分类为单腿CMJ,双腿CMJ,单腿DJ,双腿DJ.在患有ACLR的个体中,单腿(平均差[MD]=-3.13;p<0.01;95%置信区间[CI]:[-4.12,-2.15])和双腿(MD=-4.24;p<0.01;95%CI:[-5.14,-3.34])CMJ的跳高均降低。同样,同心冲动和偏心/同心冲动不对称性可以区分ACLR(MD=3.42;p<0.01;95%CI:[2.19,4.64])和非ACLR(MD=5.82;p<0.01;95%CI:[4.80,6.80])个体。在双腿DJ中,与对照组相比,受累侧的峰值垂直地面反作用力较低(MD=-0.10;p=0.03;95%CI:[-0.18,-0.01]),但未受累侧的峰值垂直地面反作用力较高(MD=0.15;p<0.01;95%CI:[0.10,0.20]),并且在ACLR后6个月至3年之间表现出显著变化。
    该研究在比较有和没有ACLR的个体时确定了判别动力学参数,并且还监测了ACLR后的神经肌肉功能。由于异质性,可能需要参数组合来更好地识别ACLR后的功能缺陷.
    三级。
    UNASSIGNED: Comprehensive understanding of force plate parameters distinguishing individuals postprimary anterior cruciate ligament reconstruction (ACLR) from healthy controls during countermovement jumps (CMJ) and/or drop jumps (DJ) is lacking. This review addresses this gap by identifying discriminative force plate parameters and examining changes over time in individuals post-ACLR during CMJ and/or DJ.
    UNASSIGNED: We conducted a systematic review and meta analyses following the Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines. Nine databases were searched from inception to March 2022. We included cross-sectional papers comparing post-ACLR with healthy controls or longitudinal studies of individuals at least 6 months postprimary ACLR while performing CMJ and/or DJ on force plates. The methodological quality was appraised using the Modified Downs and Black Checklist.
    UNASSIGNED: Thirty-three studies including 1185 (50.38%) participants post-ACLR, and 1167 (49.62%) healthy controls, were included. Data were categorised into single-leg CMJ, double-leg CMJ, single-leg DJ, and double-leg DJ. Jump height was reduced in both single (mean difference [MD] = -3.13; p < 0.01; 95% confidence interval [CI]: [-4.12, -2.15]) and double-leg (MD = -4.24; p < 0.01; 95% CI: [-5.14, -3.34]) CMJs amongst individuals with ACLR. Similarly, concentric impulse and eccentric/concentric impulse asymmetry could distinguish between ACLR (MD = 3.42; p < 0.01; 95% CI: [2.19, 4.64]) and non-ACLR (MD = 5.82; p < 0.01; 95% CI: [4.80, 6.80]) individuals. In double-leg DJs, peak vertical ground reaction forces were lower in the involved side (MD = -0.10; p = 0.03; 95% CI: [-0.18, -0.01]) but higher in the uninvolved side (MD = 0.15; p < 0.01; 95% CI: [0.10, 0.20]) when compared to controls and demonstrated significant changes between 6 months and 3 years post-ACLR.
    UNASSIGNED: This study identified discriminative kinetic parameters when comparing individuals with and without ACLR and also monitored neuromuscular function post-ACLR. Due to heterogeneity, a combination of parameters may be required to better identify functional deficits post-ACLR.
    UNASSIGNED: Level III.
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  • 文章类型: Journal Article
    在诸如跆拳道之类的格斗运动中,踢球是最基本的,空手道,跆拳道,泰拳,和混合武术。这篇综述旨在探索测量方法,运动学,如速度,动力学,如冲击力,决定因素,以及在格斗运动中踢罢工的潜在伤害。学术搜索Premier的搜索,联合和补充医学数据库,CINAHLPlus,MEDLINE,SPORTDiscus,Scopus,和WebofScience数据库进行了测量踢速度和冲击力的研究。共有88项研究纳入审查。最常见的研究仅涉及年龄在18至30岁之间的男性参与者(49%)(68%)。测量速度的研究主要实现基于相机的运动捕捉系统(96%),而测量冲击力的研究在其测量方法中显示出相当大的异质性。确定了五次主要打击,其脚速范围为5.2至18.3m/s,平均冲击力范围为122.6至9015N。在分析的技术中,回旋踢表现出最高的踢速度,为18.3m/s,Whilethesidekickproducedthehighestimpactforceat9015N.Diversevestigationmethodscontributedtoawidevaluerangeforkickingspequesandimpactforcebeingreported,很难进行直接比较。踢脚可以分为投掷式或推式踢脚,通过不同的机制调节影响。踢速度和冲击力由几个因素决定,包括技术熟练,较低的身体强度和灵活性,有效质量,和目标因素。脚踢撞击产生的冲击力足以造成伤害,包括骨折。防护设备可以部分减弱这些力量,尽管在这方面需要更多的研究。建议运动员和教练仔细考虑用于评估冲击力的测量设备的特性和潜在限制。
    Kicking strikes are fundamental in combat sports such as Taekwondo, karate, kickboxing, Muay Thai, and mixed martial arts. This review aimed to explore the measurement methods, kinematics such as velocities, kinetics such as impact force, determinants, and injury potential of kicking strikes in combat sports. Searches of Academic Search Premier, The Allied and Complementary Medicine Database, CINAHL Plus, MEDLINE, SPORTDiscus, Scopus, and Web of Science databases were conducted for studies that measured kicking velocity and impact force. A total of 88 studies were included in the review. Studies most frequently involved only male participants (49%) aged between 18 and 30 years of age (68%). Studies measuring velocity predominantly implemented camera-based motion capture systems (96%), whereas studies measuring impact force displayed considerable heterogeneity in their measurement methods. Five primary strikes were identified for which foot velocities ranged from 5.2 to 18.3 m/s and mean impact force ranged from 122.6 to 9015 N. Among the techniques analysed, the roundhouse kick exhibited the highest kicking velocity at 18.3 m/s, whilst the side kick produced the highest impact force at 9015 N. Diverse investigation methodologies contributed to a wide value range for kicking velocities and impact forces being reported, making direct comparisons difficult. Kicking strikes can be categorised into throw-style or push-style kicks, which modulate impact through different mechanisms. Kicking velocity and impact force are determined by several factors, including technical proficiency, lower body strength and flexibility, effective mass, and target factors. The impact force generated by kicking strikes is sufficient to cause injury, including fracture. Protective equipment can partially attenuate these forces, although more research is required in this area. Athletes and coaches are advised to carefully consider the properties and potential limitations of measurement devices used to assess impact force.
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  • 文章类型: Journal Article
    目的:评估超快磁共振成像(UF-DCEMRI)在鉴别乳腺良恶性病变中的诊断性能。
    方法:进行了全面搜索,直到2023年9月1日,在Medline,Embase,和Cochrane数据库。筛选评估UF-DCEMRI在乳腺病变分层中的诊断性能的临床研究,并将其纳入荟萃分析。敏感性汇总估计,特异性,诊断优势比(DOR),并在随机效应模型下合并分层汇总操作特征(SROC)曲线。计算研究之间的发表偏倚和异质性。
    结果:分析2090个病变的最终16项研究符合纳入标准,并纳入荟萃分析。使用UF-DCEMRI动力学参数,汇集的敏感性,特异性,DOR,用于区分良性和恶性乳腺病变的曲线下面积(AUC)为83%(95%CI79-88%),77%(95%CI72-83%),18.9(95%CI13.7-26.2),和0.876(95%CI0.83-0.887),分别。我们发现两种主要UF-DCEMRI动力学参数之间的诊断准确性没有显着差异,最大斜率(MS)和增强时间(TTE)。在纳入的研究中,DOR和SROC表现出低异质性。没有发现发表偏倚的证据(p=0.585)。
    结论:UF-DCEMRI作为一种独立的技术在鉴别乳腺良恶性病变方面具有很高的准确性。
    结论:UF-DCEMRI有可能获得动力学信息并准确分层乳腺病变,同时减少扫描时间,这可能会给患者带来显著的好处。
    结论:•超快乳腺MRI是一种新颖的技术,以非常高的时间分辨率捕获动力学信息。•超快乳腺MRI的动力学参数表明,在区分良性和恶性乳腺病变方面具有很高的准确性。•最大斜率和增强动力学参数的时间之间的准确度没有显著差异。
    OBJECTIVE: To assess the diagnostic performance of ultrafast magnetic resonance imaging (UF-DCE MRI) in differentiating benign from malignant breast lesions.
    METHODS: A comprehensive search was conducted until September 1, 2023, in Medline, Embase, and Cochrane databases. Clinical studies evaluating the diagnostic performance of UF-DCE MRI in breast lesion stratification were screened and included in the meta-analysis. Pooled summary estimates for sensitivity, specificity, diagnostic odds ratio (DOR), and hierarchic summary operating characteristics (SROC) curves were pooled under the random-effects model. Publication bias and heterogeneity between studies were calculated.
    RESULTS: A final set of 16 studies analyzing 2090 lesions met the inclusion criteria and were incorporated into the meta-analysis. Using UF-DCE MRI kinetic parameters, the pooled sensitivity, specificity, DOR, and area under the curve (AUC) for differentiating benign from malignant breast lesions were 83% (95% CI 79-88%), 77% (95% CI 72-83%), 18.9 (95% CI 13.7-26.2), and 0.876 (95% CI 0.83-0.887), respectively. We found no significant difference in diagnostic accuracy between the two main UF-DCE MRI kinetic parameters, maximum slope (MS) and time to enhancement (TTE). DOR and SROC exhibited low heterogeneity across the included studies. No evidence of publication bias was identified (p = 0.585).
    CONCLUSIONS: UF-DCE MRI as a stand-alone technique has high accuracy in discriminating benign from malignant breast lesions.
    CONCLUSIONS: UF-DCE MRI has the potential to obtain kinetic information and stratify breast lesions accurately while decreasing scan times, which may offer significant benefit to patients.
    CONCLUSIONS: • Ultrafast breast MRI is a novel technique which captures kinetic information with very high temporal resolution. • The kinetic parameters of ultrafast breast MRI demonstrate a high level of accuracy in distinguishing between benign and malignant breast lesions. • There is no significant difference in accuracy between maximum slope and time to enhancement kinetic parameters.
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  • 文章类型: Journal Article
    放射性肠损伤(RIID)是腹部盆腔恶性肿瘤患者放疗的常见副作用。间隙连接是由连接蛋白(Cxs)组成的特殊结构。本研究旨在探讨连接蛋白在RIID中的表达和作用及其机制。在这项研究中,用钙黄绿素-AM荧光探针检测肠上皮IEC-6细胞间隙连接细胞间通讯的变化.我们的结果表明,在照射后6、12、24和48小时,IEC-6细胞的间隙连接细胞间通讯减少,免疫印迹和免疫荧光结果显示,Cx43的表达,而不是其他连接蛋白,在辐照的肠上皮细胞中减少。Cx43的沉默降低了ROS和细胞内Ca2+水平增加的经照射的肠上皮细胞之间的间隙连接细胞间通讯。此外,敲除Cx43减少了克隆簇的数量,细胞增殖减少,细胞毒性和凋亡增加。Western印迹结果显示,Cx43的沉默导致照射的肠上皮细胞中γ-H2AX和PI3K/AKT通路蛋白的改变。PI3K/AKT途径抑制剂LY294002的施用抑制了Cx43过表达的肠上皮细胞中的辐射防护作用。我们的研究表明,Cx43表达被电离辐射降低,有利于肠上皮细胞的辐射防护。
    This study offers a review of published data on DNA double strand break (DSB) repair kinetics after exposure to ionizing radiation. By compiling a database, which currently includes 285 DNA DSB repair experiments utilizing both photons and ions, we investigate the impact of distinct experimental parameters on the kinetics of DNA DSB repair. Methodological differences and inconsistencies in reporting make the comparison of data generated by different research groups challenging. Nevertheless, by implementing filtering criteria, we can compare repair kinetics obtained with normal and tumor cells derived from human or animal tissues, as well as cells exposed to photons or ions ranging from hydrogen to iron ions. In addition, several repair curves of repair deficient cell lines were included. The study aims to provide researchers with a comprehensive overview of experimental factors that may confound results and emphasize the importance of precise reporting of experimental parameters. Moreover, we identify gaps in the literature that require attention in future studies, aiming to address clinically relevant questions related to radiotherapy. The database can be freely accessed at: https://github.com/weradstake/DRDNA.
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  • 文章类型: Journal Article
    背景:尽管存在解决生物力学缺陷的循证康复策略,在70%的急性踝关节扭伤患者中,踝关节问题的复发持续存在,突出了这一问题的未解决性质.人工智能(AI)成为一种有前途的工具,可以确定踝关节扭伤的确切预测因素。本文旨在总结AI在研究健康和踝关节扭伤受试者的踝关节生物力学中的应用。
    方法:从五个电子数据库中检索了2010年至2023年之间发表的文章。包括59篇论文进行分析,涉及:i)。测试的运动类型(功能与有目的的踝关节运动);ii)测量的生物力学参数类型(动力学与运动学);iii)使用的传感器系统类型(基于实验室的与基于场的);以及,iv)使用的人工智能技术。
    结果:大多数研究(83.1%)检查了功能运动过程中的生物力学。单一运动学参数,特别是脚踝的活动范围,在识别伤害状态时,可以获得高达100%的准确率。可穿戴传感器在实验室和现场/临床设置中都表现出高可靠性。AI算法主要利用肌电图和关节角度信息作为输入数据。支持向量机是最常用的监督学习算法(18.64%),而人工神经网络在8项研究中表现出最高的准确性。
    结论:采用基于现场的设备,远程患者监护的潜力是显而易见的。然而,基于AI的传感器在检测扭伤风险的脚踝运动方面未得到充分利用。我们确定了三个关键挑战:传感器设计,人工智能模型的可控性,以及人工智能传感器模型的集成,为未来的研究提供有价值的见解。
    Despite the existence of evidence-based rehabilitation strategies that address biomechanical deficits, the persistence of recurrent ankle problems in 70% of patients with acute ankle sprains highlights the unresolved nature of this issue. Artificial intelligence (AI) emerges as a promising tool to identify definitive predictors for ankle sprains. This paper aims to summarize the use of AI in investigating the ankle biomechanics of healthy and subjects with ankle sprains.
    Articles published between 2010 and 2023 were searched from five electronic databases. 59 papers were included for analysis with regards to: i). types of motion tested (functional vs. purposeful ankle movement); ii) types of biomechanical parameters measured (kinetic vs kinematic); iii) types of sensor systems used (lab-based vs field-based); and, iv) AI techniques used.
    Most studies (83.1%) examined biomechanics during functional motion. Single kinematic parameter, specifically ankle range of motion, could obtain accuracy up to 100% in identifying injury status. Wearable sensor exhibited high reliability for use in both laboratory and on-field/clinical settings. AI algorithms primarily utilized electromyography and joint angle information as input data. Support vector machine was the most used supervised learning algorithm (18.64%), while artificial neural network demonstrated the highest accuracy in eight studies.
    The potential for remote patient monitoring is evident with the adoption of field-based devices. Nevertheless, AI-based sensors are underutilized in detecting ankle motions at risk of sprain. We identify three key challenges: sensor designs, the controllability of AI models, and the integration of AI-sensor models, providing valuable insights for future research.
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