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Dynamic strategies and optimal control analysis for hepatitis C management: non-invasive liver fibrosis diagnosis. 丙型肝炎管理的动态策略和最优控制分析:无创肝纤维化诊断。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-14 DOI: 10.1080/10255842.2024.2410976
Rahat Zarin, Nehal Shukla, Amir Khan, Jagdish Shukla, Usa Wannasingha Humphries

This study proposes a novel model employing nonlinear ordinary differential equations to dissect HCV dynamics. Six distinct population groups are delineated: Susceptible, Treatment, Responder, Non-Responder, Cured, and Fibrosis. A detailed numerical analysis of this model was conducted, tracking the predicted trends over a span of 20 years. The primary objective of this analysis is to assess and confirm the model's predictive accuracy and its potential to supplant invasive diagnostic methods in monitoring the progression of liver fibrosis. By incorporating various control parameters, namely u1(t),u2(t), and u3(t), the model offers a nuanced perspective on disease progression and treatment outcomes. Parameter u1(t) modulates treatment-induced fibrosis progression, providing a crucial lever for mitigating treatment-related side effects. u2(t) reflects treatment effectiveness, capturing the proportion of responders within the treatment cohort. Meanwhile, u3(t) governs fibrosis progression in non-responders, shedding light on the disease's natural trajectory without effective treatment.

本研究提出了一种采用非线性常微分方程来剖析 HCV 动态变化的新型模型。该模型划分了六个不同的群体:易感人群、治疗人群、应答人群、非应答人群、治愈人群和纤维化人群。对这一模型进行了详细的数值分析,追踪了 20 年的预测趋势。该分析的主要目的是评估和确认该模型的预测准确性及其在监测肝纤维化进展方面取代侵入性诊断方法的潜力。通过纳入各种控制参数,即 u1(t)、u2(t) 和 u3(t),该模型为疾病进展和治疗结果提供了一个细致入微的视角。参数 u1(t) 调节治疗引起的纤维化进展,为减轻治疗相关副作用提供了重要杠杆。与此同时,u3(t) 则控制着无应答者的纤维化进展,揭示了疾病在没有有效治疗的情况下的自然轨迹。
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引用次数: 0
An SCA-based classifier for motor imagery EEG classification. 基于 SCA 的运动图像脑电图分类器。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-12 DOI: 10.1080/10255842.2024.2414069
Zhihui Li, Ming Meng

Efficient and accurate multi-class classification of electroencephalogram (EEG) signals poses a significant challenge in the development of motor imagery-based brain-computer interface (MI-BCI). Drawing inspiration from the sine cosine algorithm (SCA), a widely employed swarm intelligence algorithm for optimization problems, we proposed a novel population-based classification algorithm for EEG signals in this article. To fully leverage the characteristics contained in EEG signals, multi-scale sub-signals were constructed in terms of temporal windows and spectral bands simultaneously, and the common spatial pattern (CSP) features were extracted from each sub-signal. Subsequently, we integrated the multi-center optimal vectors mechanism into the classical SCA, resulting in the development of a multi-center SCA (MCSCA) classifier. During the classification stage, the label was assigned to the test trials by evaluating the Euclidean distance between their feature vectors and each optimal vector in MCSCA. Additionally, the weights of feature vectors were exploited to select the sub-signal of specific temporal windows and spectral bands for feature reduction, thereby declining computational effort and eliminating data redundancy. To validate the performance of the MCSCA classifier, we conducted four-class classification experiments using the BCI Competition IV dataset 2a, achieving an average classification accuracy of 71.89%. The experimental results show that the proposed algorithm offers a novel and effective approach for EEG classification.

对脑电图(EEG)信号进行高效、准确的多类分类是开发基于运动图像的脑机接口(MI-BCI)的一大挑战。本文从正弦余弦算法(SCA)这一广泛应用于优化问题的群体智能算法中汲取灵感,提出了一种新颖的基于群体的脑电信号分类算法。为了充分利用脑电信号所包含的特征,我们同时从时间窗口和频谱带构建了多尺度子信号,并从每个子信号中提取了共同空间模式(CSP)特征。随后,我们将多中心最优向量机制集成到经典 SCA 中,从而开发出多中心 SCA(MCSCA)分类器。在分类阶段,通过评估测试试验的特征向量与 MCSCA 中每个最优向量之间的欧氏距离,为测试试验分配标签。此外,还利用特征向量的权重选择特定时间窗口和频谱带的子信号进行特征缩减,从而减少计算量并消除数据冗余。为了验证 MCSCA 分类器的性能,我们使用 BCI Competition IV 数据集 2a 进行了四类分类实验,平均分类准确率达到 71.89%。实验结果表明,所提出的算法为脑电图分类提供了一种新颖而有效的方法。
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引用次数: 0
Morphologic characteristics of temporomandibular joint on the patients with anterior disc displacement without osteoarthritis: a case-based research. 无骨关节炎的椎间盘前移位患者的颞下颌关节形态特征:一项基于病例的研究。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-09 DOI: 10.1080/10255842.2024.2410219
Chunxin Yang, Xiaoke Guo, Bingmei Shao, Zhan Liu

We investigated the effect of anterior disc displacement without osteoarthritis (ADDwoOA) on the morphology of the temporomandibular joint (TMJ) utilizing three-dimensional (3D) models of 23 asymptomatic individuals and 30 ADDwoOA patients. Statistical analyses between the groups were performed by measuring 10 morphological parameters. ADDwoOA patients showed significantly decreased levels of the sagittal ramus angle (SRA) and joint spaces compared with asymptomatic subjects. Moreover, the patients who had recovered exhibited normal joint spaces levels. Consequently, ADDwoOA caused the condyles to move backward and upward, approaching the articular fossa. Joint spaces can serve as an important observation during the treatment of ADD.

我们利用 23 名无症状者和 30 名无骨关节炎前椎间盘移位(ADDwoOA)患者的三维(3D)模型,研究了无骨关节炎前椎间盘移位(ADDwoOA)对颞下颌关节(TMJ)形态的影响。通过测量 10 个形态学参数对两组进行了统计分析。与无症状者相比,ADDwoOA 患者的矢状突角度(SRA)和关节间隙水平明显下降。此外,康复患者的关节间隙水平正常。因此,ADDwoOA 导致髁突向后和向上移动,接近关节窝。关节间隙可作为治疗注意力缺失症的重要观察指标。
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引用次数: 0
Effects of condylar neck inclination and counterclockwise rotation on the stress distribution of the temporomandibular joint. 髁状突颈部倾斜和逆时针旋转对颞下颌关节应力分布的影响。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-07 DOI: 10.1080/10255842.2024.2410229
Samira Alizada, Nurettin Diker, Dogan Dolanmaz

Three different kinds of condylar inclination were manually modelled anteriorly inclined condylar neck, vertical condylar neck, and posteriorly inclined condylar neck. Three different maxillary impactions were simulated to evaluate the effect of counterclockwise rotation. The von Misses stresses of the disc, compressive stresses of the glenoid fossa, and compressive stresses of the condyle were the highest in the models with posteriorly inclined neck and lowest in the models with vertical condylar neck design. Stresses of the temporomandibular joint increase with the counterclockwise rotation of the maxilla-mandibular complex. The posteriorly inclined neck should be considered a risk factor for condylar resorption with increased counterclockwise rotation.

人工模拟了三种不同的髁状突倾斜度:前倾髁状突颈部、垂直髁状突颈部和后倾髁状突颈部。模拟了三种不同的上颌骨撞击,以评估逆时针旋转的影响。椎间盘的von Misses应力、盂窝的压缩应力和髁突的压缩应力在髁颈后倾的模型中最高,而在髁颈垂直的模型中最低。颞下颌关节的应力随着上颌骨-下颌骨复合体的逆时针旋转而增加。随着逆时针旋转的增加,后倾颈部应被视为髁突吸收的风险因素。
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引用次数: 0
Oscillatory airflow through the hypopharyngeal and supraglottic airway. 通过下咽和声门上气道的摆动气流。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-07 DOI: 10.1080/10255842.2024.2410234
L Reid, M Hayatdavoodi

Exercise-induced laryngeal obstruction (EILO) is a known cause of exertional dyspnoea, characterised by paradoxical inward collapse of laryngeal tissues. The pathophysiological mechanisms of EILO remain to be fully established, but insufficient mechanical resistance of laryngeal tissues to air-induced loads is hypothesised. It is understood that airflow and anatomic configurations of the airway play a key role in the wall pressure distribution of the larynx. While breathing is a cyclic process with directional changes of airflow, the literature is confined to steady, unidirectional airflow. It is necessary to assess the role of oscillatory airflow on the loads on the laryngeal airway. This study investigates the effect of oscillatory airflow on the laryngeal flow fields and air-induced loads. A computational fluid dynamics model of the upper respiratory tract (URT) is developed using the Reynolds-averaged Navier-Stokes equations. Five oscillatory airflow cases through a single geometry are considered, utilising sinusoidal breathing cycles with different breathing frequencies (24, 32 and 40 breaths per minute) and peak inspiratory flow rates (96, 168 and 240 L/min). Results include the airflow velocity distribution in the URT, and the air-induced pressure and forces. It is demonstrated that inspiratory velocity distribution varies with breathing frequency and intensity. The force acting on the URT walls are in-phase with the airflow rate and therefore exhibit quasi-steady behaviour. These findings are also reflected in the force vectors acting on the aryepiglottic folds and indicate that air-induced closure of the supraglottis in EILO is influenced by the breathing intensity rather than the breathing frequency.

运动诱发的喉阻塞(EILO)是导致用力性呼吸困难的一个已知原因,其特点是喉组织向内塌陷。EILO 的病理生理机制仍未完全确定,但假说喉组织对空气引起的负荷的机械阻力不足。据了解,气流和气道的解剖结构在喉壁压力分布中起着关键作用。虽然呼吸是一个气流方向变化的循环过程,但文献只局限于稳定的单向气流。有必要评估振荡气流对喉气道负荷的作用。本研究探讨了振荡气流对喉气流场和空气引起的负荷的影响。使用雷诺平均纳维-斯托克斯方程建立了上呼吸道(URT)的计算流体动力学模型。利用不同呼吸频率(24、32 和 40 次/分钟)和吸气峰值流速(96、168 和 240 升/分钟)的正弦呼吸周期,考虑了通过单一几何体的五种振荡气流情况。结果包括 URT 中的气流速度分布,以及空气引起的压力和力。结果表明,吸气速度分布随呼吸频率和强度而变化。作用在 URT 壁上的力与气流速率同相,因此表现出准稳定行为。这些发现也反映在作用于杓会厌褶皱的力矢量上,并表明在 EILO 中,气流诱导的声门上膜关闭受呼吸强度而非呼吸频率的影响。
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引用次数: 0
Effects of loading processes on contact forces when simulating static seating with a finite element human body model. 用有限元人体模型模拟静态座椅时,加载过程对接触力的影响。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-03 DOI: 10.1080/10255842.2024.2410225
Shenghui Liu, Philippe Beillas, Li Ding, Xuguang Wang

Seat interface forces, particularly shear forces, play an essential role in predicting the risk of pressure ulcers and seating discomfort. When a finite element human body model (HBM) is used for static seating simulation, the most common loading method is to put the model in a position close to the desired final posture and then 'drop' it from just above the seat by applying the gravity (DROP). This does not represent how people sit in a seat. In addition, high coefficients of friction (COF) are often used to prevent sliding, which may lead to unrealistically high tangential forces. This study aims to investigate the effects of the loading process and the COF on seating simulations with a HBM. We propose a new loading approach called 'drop and rotate' (D&R) to better mimic people sitting on a seat. With the trunk more flexed than the desired posture, the model is dropped to establish the contact between the buttocks and thighs, and the seat pan first, and then between the back and the backrest by rotating the hip. Simulations were performed using a recently developed and validated adult male model in two different seat configurations. Results show that the proposed D&R method was less sensitive to COF and gave a better prediction of contact forces, especially on the seat pan. However, its computational time is higher than the DROP method. The study highlights the importance of the loading process when simulating static seating.

座椅界面力,尤其是剪切力,在预测压疮风险和座椅不适方面起着至关重要的作用。在使用有限元人体模型(HBM)进行静态座椅模拟时,最常见的加载方法是将模型放置在接近所需最终姿势的位置,然后通过重力作用将其从座椅正上方 "放下"(DROP)。这并不代表人坐在座椅上的姿势。此外,为了防止滑动,通常会使用高摩擦系数(COF),这可能会导致不切实际的高切向力。本研究旨在研究加载过程和 COF 对 HBM 座椅模拟的影响。我们提出了一种名为 "下降和旋转"(D&R)的新加载方法,以更好地模拟人坐在座椅上的情况。在躯干比理想坐姿更加弯曲的情况下,模型下降,首先在臀部、大腿和座垫之间建立接触,然后通过旋转臀部在背部和靠背之间建立接触。我们使用最近开发和验证的成年男性模型,在两种不同的座椅配置下进行了模拟。结果表明,所提出的 D&R 方法对 COF 的敏感度较低,对接触力的预测也较好,尤其是对座垫上的接触力。然而,其计算时间高于 DROP 方法。这项研究强调了模拟静态座椅时加载过程的重要性。
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引用次数: 0
Development and validation of a prognostic nomogram for predicting liver metastasis in thyroid cancer: a study based on the surveillance, epidemiology, and end results database. 甲状腺癌肝转移预后预测提名图的开发与验证:基于监测、流行病学和最终结果数据库的研究。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-03 DOI: 10.1080/10255842.2024.2410233
Cong Ruan, Xiaogang Chen

This study aimed to create a prognostic nomogram to predict the risk of liver metastasis (LM) in thyroid cancer (TC) patients and assess survival outcomes for those with LM. Data were collected from the SEER database, covering TC patients from 2010 to 2020, totaling 110,039 individuals, including 142 with LM. Logistic regression and stepwise regression based on the Akaike information criterion (AIC) identified significant factors influencing LM occurrence: age, histological type, tumor size, bone metastasis, lung metastasis, and T stage (p < 0.05). A nomogram was constructed using these factors, achieving a Cindex of 0.977, with ROC curve analysis showing an area under the curve (AUC) of 0.977. For patients with TCLM, follicular TC, medullary TC, papillary TC, and examined regional nodes were associated with better prognosis (p < 0.001, HR < 1), while concurrent brain metastasis indicated poorer outcomes (HR = 2.747, p = 0.037). In conclusion, this nomogram effectively predicts LM risk and evaluates prognosis for TCLM patients, aiding clinicians in personalized treatment decisions.

本研究旨在创建一个预后提名图,以预测甲状腺癌(TC)患者发生肝转移(LM)的风险,并评估肝转移患者的生存结果。数据来自SEER数据库,涵盖2010年至2020年的甲状腺癌患者,共计110,039人,其中包括142名LM患者。基于阿凯克信息准则(AIC)的逻辑回归和逐步回归确定了影响LM发生的重要因素:年龄、组织学类型、肿瘤大小、骨转移、肺转移和T期(p p p = 0.037)。总之,该提名图能有效预测 LM 风险并评估 TCLM 患者的预后,从而帮助临床医生做出个性化治疗决策。
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引用次数: 0
Enhancing postural balance assessment through neural network-based lower-limb muscle strength evaluation with reduced markers. 通过基于神经网络的下肢肌肉力量评估,减少标记物,加强姿势平衡评估。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-03 DOI: 10.1080/10255842.2024.2410505
Jianhan Chen, Yueshan Huang, Runfeng Li, Hancong Wu, Jin Ke, Chengrang Liu, Yonghua Lao

Aiming to simplify the data acquisition process for balance diagnosis and focused on muscle, a direct factor affecting balance, to assess and judge postural stability. Utilizing a publicly available kinematic dataset, the research retained 3D coordinates and mechanical data for 8 markers on the lower limbs. By integrating this data with the musculoskeletal model in OpenSim, inverse kinematic calculations were performed to derive muscle forces. These forces, alongside the coordinates, were split into an 8:2 training and test set ratio. A neural network was then developed to predict muscle forces using normalized coordinate data from the training set as input, with corresponding muscle force data as training labels. The model's accuracy was confirmed on the test set, achieving coefficients of determination (R2) above 0.99 for 276 muscle forces. Furthermore, the Force Maximum Percentage Difference (FMPD) was introduced as a novel criterion to evaluate and visualize lower limb balance, revealing significant discrepancies between the patient and control groups. This study successfully demonstrates that the neural network model can precisely predict lower limb muscle forces using reduced markers and introduces FMPD as an effective tool for assessing limb balance, providing a robust framework for future diagnostic and rehabilitative applications.

该研究旨在简化平衡诊断的数据采集过程,并将重点放在肌肉这一影响平衡的直接因素上,以评估和判断姿势的稳定性。研究利用公开的运动学数据集,保留了下肢 8 个标记的三维坐标和机械数据。通过将这些数据与 OpenSim 中的肌肉骨骼模型整合,进行了反运动学计算,得出了肌肉力量。这些肌力与坐标一起被分成 8:2 的训练集和测试集。然后开发了一个神经网络,使用训练集的归一化坐标数据作为输入,以相应的肌肉力量数据作为训练标签,预测肌肉力量。该模型的准确性在测试集上得到了证实,276 种肌肉力量的决定系数 (R2) 超过了 0.99。此外,研究还引入了最大肌力百分比差(FMPD)作为评估和可视化下肢平衡的新标准,发现了患者组和对照组之间的显著差异。这项研究成功地证明了神经网络模型可以利用减少的标记精确预测下肢肌肉力量,并将 FMPD 作为评估肢体平衡的有效工具,为未来的诊断和康复应用提供了一个稳健的框架。
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引用次数: 0
Identification of exosome-related gene features in psoriasis and construction of a diagnostic model via integrated bioinformatics analysis. 通过综合生物信息学分析确定银屑病中与外泌体相关的基因特征并构建诊断模型。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-02 DOI: 10.1080/10255842.2024.2410224
Lifen Chen, Shuangmei Zhu, Lu Zhao, Wenxia Ye

Background: Psoriasis, a chronic inflammatory dermatosis, profoundly affects patients' well-being. Although exosomes are key in disease etiology, diagnostic potentials of associated genes are unclear. Our research targeted bioinformatics-based characterization of exosome-related genes and the development of a diagnostic model for psoriasis.

Methods: Within GSE30999 dataset, an exosome-centric diagnostic model was formulated. Its diagnostic capability was appraised in GSE30999 and GSE14905 cohorts. Human keratinocytes (HaCaT) were used to construct psoriasis cell model. qRT-PCR was used to detect expression of diagnostic genes in the model. Construction of a protein-protein interaction network was undertaken, complemented by enrichment analyses. Comparative evaluation of immunological microenvironments between healthy controls and disease cohort was executed. Prospective miRNAs and transcription factors (TFs) were prognosticated using online prediction tools.

Results: A distinctive diagnostic model with superior diagnostic performance, evidenced by an AUC value greater than 0.88, was unveiled. The model featured seven exosome-related biomarker genes (CCNA2, NDC80, CCNB1, CDCA8, KIF11, CENPF, and ASPM) interwoven in a complex network and chiefly linked in the regulation of Cell Cycle and Cellular Senescence. These genes were significantly overexpressed in psoriasis cell models. Immune infiltration analysis distinguished profound discrepancies (p < 0.05) in immunological microenvironment between disease and control groups with enrichment of T cells CD4 memory activated, Macrophages M1, and Neutrophils in the disease group. 11 miRNAs and 27 TFs were identified.

Conclusion: The study introduces a new and potent diagnostic model for psoriasis, with selection of credible exosome-associated biomarker genes. These discoveries aid in clinical diagnostics and research on exosome involvement in psoriasis.

背景:银屑病是一种慢性炎症性皮肤病,严重影响患者的身心健康。虽然外泌体是疾病病因的关键,但相关基因的诊断潜力尚不清楚。我们的研究以基于生物信息学的外泌体相关基因特征描述和银屑病诊断模型的开发为目标:方法:在 GSE30999 数据集中,建立了以外泌体为中心的诊断模型。在 GSE30999 和 GSE14905 队列中对其诊断能力进行了评估。利用人体角质细胞(HaCaT)构建银屑病细胞模型,利用 qRT-PCR 检测模型中诊断基因的表达。构建了蛋白质-蛋白质相互作用网络,并辅以富集分析。对健康对照组和疾病队列的免疫微环境进行了比较评估。利用在线预测工具对前瞻性 miRNA 和转录因子 (TF) 进行了预后分析:结果:揭示了一个独特的诊断模型,其诊断性能优越,AUC 值大于 0.88。该模型包括七个与外泌体相关的生物标记基因(CCNA2、NDC80、CCNB1、CDCA8、KIF11、CENPF 和 ASPM),它们交织成一个复杂的网络,主要参与细胞周期和细胞衰老的调控。这些基因在银屑病细胞模型中明显过度表达。免疫浸润分析表明,这些基因与银屑病细胞模型存在很大差异(p 结论:该研究为银屑病的诊断提供了一种新的有效方法:这项研究引入了一种新的、有效的银屑病诊断模型,选择了可靠的外泌体相关生物标记基因。这些发现有助于外泌体参与银屑病的临床诊断和研究。
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引用次数: 0
Biomechanical analysis of ligament modelling techniques in TKA knees during laxity tests using a virtual joint motion simulator. 在使用虚拟关节运动模拟器进行松弛测试时,对 TKA 膝关节韧带建模技术进行生物力学分析。
IF 1.7 4区 医学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-10-01 Epub Date: 2023-09-13 DOI: 10.1080/10255842.2023.2256925
Liam Montgomery, Jance McGale, Brent Lanting, Ryan Willing

Total knee arthroplasty (TKA) is an end-stage treatment for knee osteoarthritis that relieves pain and loss of mobility, but patient satisfaction and revision rates require improvement. One cause for TKA revision is joint instability, which may be due to improper ligament balancing. A better understanding of the relationship between prosthesis design, alignment, and ligament engagement is necessary to improve component designs and surgical techniques to achieve better outcomes. We investigated the biomechanical effects of ligament model complexity and ligament wrapping during laxity tests using a virtual joint motion simulator. There was little difference in kinematics due to ligament complexity or ligament wrapping.

全膝关节置换术(TKA)是膝关节骨性关节炎的终末期治疗方法,可缓解疼痛和丧失活动能力,但患者满意度和翻修率仍有待提高。TKA翻修的原因之一是关节不稳定,这可能是由于韧带平衡不当造成的。有必要更好地了解假体设计、对位和韧带啮合之间的关系,以改进组件设计和手术技术,达到更好的治疗效果。我们使用虚拟关节运动模拟器研究了韧带模型复杂性和韧带缠绕在松弛测试中的生物力学影响。韧带复杂性和韧带缠绕对运动学的影响不大。
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引用次数: 0
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Computer Methods in Biomechanics and Biomedical Engineering
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