clinical evaluation

临床评价
  • 文章类型: Journal Article
    背景:日常生活活动(ADL)对于独立和个人福祉至关重要,反映个人的功能状态。执行这些任务的障碍会限制自主性并对生活质量产生负面影响。ADL期间的身体功能评估对于运动限制的预防和康复至关重要。尽管如此,其传统的基于主观观察的评价在精确性和客观性方面存在局限性。
    目的:本研究的主要目的是使用创新技术,特别是可穿戴惯性传感器结合人工智能技术,客观准确地评估人类在ADL中的表现。提出了通过实现允许在日常活动期间对运动进行动态和非侵入性监测的系统来克服传统方法的局限性。该方法旨在为早期发现功能障碍和个性化治疗和康复计划提供有效的工具,从而促进个人生活质量的提高。
    方法:要监视运动,开发了可穿戴惯性传感器,其中包括加速度计和三轴陀螺仪。开发的传感器用于创建专有数据库,其中6个动作与肩膀有关,3个动作与背部有关。我们在数据库中注册了53,165个活动记录(包括加速度计和陀螺仪测量),在处理以删除null或异常值后,将其减少到52,600。最后,通过组合各种处理层创建了4个深度学习(DL)模型,以探索ADL识别中的不同方法。
    结果:结果显示了4种提出的模型的高性能,有了准确的水平,精度,召回,所有类别的F1得分在95%至97%之间,平均损失0.10。这些结果表明,模型能够准确识别各种活动,在准确率和召回率之间取得了很好的平衡。卷积和双向方法都取得了稍微优越的结果,尽管双向模型在较少的时间内达到了收敛。
    结论:实现的DL模型表现出了良好的性能,表明识别和分类与肩部和腰部区域相关的各种日常活动的有效能力。这些结果是通过最小的传感器实现的-是非侵入性的,并且实际上对用户来说是不可察觉的-这不会影响他们的日常工作,并促进对连续监测的接受和坚持。从而提高了收集数据的可靠性。这项研究可能对运动受限患者的临床评估和康复产生重大影响,通过提供客观和先进的工具来检测关键的运动模式和关节功能障碍。
    BACKGROUND: Activities of daily living (ADL) are essential for independence and personal well-being, reflecting an individual\'s functional status. Impairment in executing these tasks can limit autonomy and negatively affect quality of life. The assessment of physical function during ADL is crucial for the prevention and rehabilitation of movement limitations. Still, its traditional evaluation based on subjective observation has limitations in precision and objectivity.
    OBJECTIVE: The primary objective of this study is to use innovative technology, specifically wearable inertial sensors combined with artificial intelligence techniques, to objectively and accurately evaluate human performance in ADL. It is proposed to overcome the limitations of traditional methods by implementing systems that allow dynamic and noninvasive monitoring of movements during daily activities. The approach seeks to provide an effective tool for the early detection of dysfunctions and the personalization of treatment and rehabilitation plans, thus promoting an improvement in the quality of life of individuals.
    METHODS: To monitor movements, wearable inertial sensors were developed, which include accelerometers and triaxial gyroscopes. The developed sensors were used to create a proprietary database with 6 movements related to the shoulder and 3 related to the back. We registered 53,165 activity records in the database (consisting of accelerometer and gyroscope measurements), which were reduced to 52,600 after processing to remove null or abnormal values. Finally, 4 deep learning (DL) models were created by combining various processing layers to explore different approaches in ADL recognition.
    RESULTS: The results revealed high performance of the 4 proposed models, with levels of accuracy, precision, recall, and F1-score ranging between 95% and 97% for all classes and an average loss of 0.10. These results indicate the great capacity of the models to accurately identify a variety of activities, with a good balance between precision and recall. Both the convolutional and bidirectional approaches achieved slightly superior results, although the bidirectional model reached convergence in a smaller number of epochs.
    CONCLUSIONS: The DL models implemented have demonstrated solid performance, indicating an effective ability to identify and classify various daily activities related to the shoulder and lumbar region. These results were achieved with minimal sensorization-being noninvasive and practically imperceptible to the user-which does not affect their daily routine and promotes acceptance and adherence to continuous monitoring, thus improving the reliability of the data collected. This research has the potential to have a significant impact on the clinical evaluation and rehabilitation of patients with movement limitations, by providing an objective and advanced tool to detect key movement patterns and joint dysfunctions.
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  • 文章类型: Journal Article
    精确的放射治疗计划对于确保用于放射治疗的成胶质细胞瘤(GBM)的准确分割至关重要。然而,传统的人工分割过程是劳动密集型的,严重依赖放射肿瘤学家的经验。在这项回顾性研究中,提出了一种新的自动分割方法来解决这些问题。为了评估该方法在不同场景中的适用性,我们使用从四个多中心数据集和包括非对比CT在内的回顾性数据收集中抽取的148名合格患者进行了其开发和评估。多序列MRI扫描,和相应的医疗记录.所有患者均经组织学证实为高级别胶质瘤(HGG)。通过利用多模态成像的先验知识,提出了一种基于深度学习的方法(PKMI-Net),用于自动分割GBM的大体肿瘤体积(GTV)和临床目标体积(CTV1和CTV2)。所提出的PKMI-Net在分段方面表现出很高的准确性,分别,GTV,CTV1和CTV2在11名患者的测试集中,Dice相似系数(DSC)为0.94、0.95和0.92;95%Hausdorff距离(HD95)为2.07、1.18和3.95mm;平均表面距离(ASD)为0.69、0.39和1.17mm;相对体积差异(RVD)为5.50%,9.68%,3.97%。此外,绝大多数的GTV,PKMI-Net产生的CTV1和CTV2是临床上可接受的,并且不需要对临床实践进行修订。在我们的多中心评估中,PKMI-Net在各种数据集中表现出一致和强大的泛化能力,证明其在自动分割GBM中的有效性。所提出的多模态成像中使用先验知识的方法可以提高GBM的轮廓精度,这具有提高GBM放射治疗质量和效率的潜力。
    A precise radiotherapy plan is crucial to ensure accurate segmentation of glioblastomas (GBMs) for radiation therapy. However, the traditional manual segmentation process is labor-intensive and heavily reliant on the experience of radiation oncologists. In this retrospective study, a novel auto-segmentation method is proposed to address these problems. To assess the method\'s applicability across diverse scenarios, we conducted its development and evaluation using a cohort of 148 eligible patients drawn from four multicenter datasets and retrospective data collection including noncontrast CT, multisequence MRI scans, and corresponding medical records. All patients were diagnosed with histologically confirmed high-grade glioma (HGG). A deep learning-based method (PKMI-Net) for automatically segmenting gross tumor volume (GTV) and clinical target volumes (CTV1 and CTV2) of GBMs was proposed by leveraging prior knowledge from multimodal imaging. The proposed PKMI-Net demonstrated high accuracy in segmenting, respectively, GTV, CTV1, and CTV2 in an 11-patient test set, achieving Dice similarity coefficients (DSC) of 0.94, 0.95, and 0.92; 95% Hausdorff distances (HD95) of 2.07, 1.18, and 3.95 mm; average surface distances (ASD) of 0.69, 0.39, and 1.17 mm; and relative volume differences (RVD) of 5.50%, 9.68%, and 3.97%. Moreover, the vast majority of GTV, CTV1, and CTV2 produced by PKMI-Net are clinically acceptable and require no revision for clinical practice. In our multicenter evaluation, the PKMI-Net exhibited consistent and robust generalizability across the various datasets, demonstrating its effectiveness in automatically segmenting GBMs. The proposed method using prior knowledge in multimodal imaging can improve the contouring accuracy of GBMs, which holds the potential to improve the quality and efficiency of GBMs\' radiotherapy.
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  • 文章类型: Journal Article
    目标:在老年日间医院(GDHs)中,等速膝关节伸肌强度评估不佳,尽管与握力相比,它具有潜在的功能意义。这项研究旨在调查社区居住的老年GDH患者对绝对和相对等速膝关节伸肌峰值扭矩(KEPT)数据的年龄相关影响。
    方法:共有472名法国GDH患者(179名男性和293名女性,75-94岁)参加了这项研究。在0.52至3.14rad/s之间的六个不同角速度下测量绝对和相对KEPT。此外,评估了舒适的步态速度和握力。参与者以5年的间隔按性别和年龄进行分层。单向ANOVAs用于检查年龄对KEPT值的影响。采用多元线性回归模型来研究步态速度与平均KEPT值和握力之间的关联。对绝对值和相对值进行单独的模型。
    结果:与健康社区居住老年人的既定参考值相比,招募的GDH患者的绝对和相对KEPT值较低,男人总是比女人强壮。值得注意的是,在85岁以后,男女性别的KEPT绝对值和相对值均显著下降.重要的是,进行的多元线性回归分析显示,步态速度和平均KEPT值之间存在显著正相关关系,超过握力的关联。
    结论:这些发现强调了评估社区居住的老年GDH患者等速膝关节伸肌力量的临床重要性,特别是定制个性化的体育活动干预措施。
    OBJECTIVE: Isokinetic knee extensor strength is poorly evaluated in geriatric day hospitals (GDHs), despite its potential functional significance compared to grip strength. This study aimed to investigate age-related effects on absolute and relative isokinetic knee extensor peak torque (KEPT) data in community-dwelling older GDH patients.
    METHODS: A total of 472 French GDH patients (179 men and 293 women, aged 75-94 years) participated in this study. Absolute and relative KEPT were measured at six distinct angular velocities between 0.52 and 3.14 rad/s. In addition, comfortable gait speed and grip strength were assessed. Participants were stratified by sex and age using 5-year intervals. One-way ANOVAs were used to examine age-related effects on KEPT values. Multiple linear regression models were employed to investigate the associations between gait speed and both mean KEPT values and grip strength, with separate models conducted on absolute and relative values.
    RESULTS: The recruited GDH patients presented lower absolute and relative KEPT values in comparison with established reference values for healthy community-dwelling older individuals, with men being consistently stronger than women. Notably, there was a significant decline in both absolute and relative KEPT values beyond the age of 85 for both sexes. Importantly, the multiple linear regression analyses conducted revealed a significant positive relationship between gait speed and mean KEPT values, surpassing the association with grip strength.
    CONCLUSIONS: These findings underscore the clinical importance of assessing isokinetic knee extensor strength in community-dwelling older GDH patients, particularly for tailoring personalized physical activity interventions.
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  • 文章类型: Editorial
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  • 文章类型: Journal Article
    目的:使用多机构数据,探讨虚拟对比增强MRI(VCE-MRI)在鼻咽癌(NPC)大体肿瘤体积(GTV)勾画中的潜力。
    方法:本研究回顾性检索T1加权(T1w),T2加权(T2w)MRI,来自三个肿瘤中心的348例经活检证实的NPC患者的钆对比增强MRI(CE-MRI)和计划CT。使用288名患者训练了多模态引导协同神经网络(MmgSN-Net),以利用T1w和T2wMRI中的互补特征进行VCE-MRI合成,对60例患者进行了独立评估。三名获得委员会认证的放射肿瘤学家和两名医学物理学家参与了三个方面的临床评估:合成VCE-MRI的图像质量评估,VCE-MRI辅助靶区勾画,以及基于VCE-MRI的轮廓在治疗计划中的有效性。图像质量评估包括VCE-MRI和CE-MRI的可区分性。肿瘤与正常组织界面的清晰度和肿瘤侵袭风险区域对比增强的准确性。原发性肿瘤的描绘和治疗计划由放射肿瘤学家和医学物理学家手动进行,分别。
    结果:区分VCE-MRI和CE-MRI的平均准确率为31.67%;VCE-MRI和CE-MRI在肿瘤与正常组织界面的清晰度方面没有观察到显着差异;对于肿瘤侵袭风险区域的对比增强的准确性,准确率为85.8%。图像质量评估结果表明,VCE-MRI的图像质量与真实的CE-MRI高度相似。计划目标体积的平均剂量学差异小于1Gy。
    结论:VCE-MRI在NPC患者的肿瘤勾画中非常有希望取代基于钆的CE-MRI。
    OBJECTIVE: To investigate the potential of virtual contrast-enhanced MRI (VCE-MRI) for gross-tumor-volume (GTV) delineation of nasopharyngeal carcinoma (NPC) using multi-institutional data.
    METHODS: This study retrospectively retrieved T1-weighted (T1w), T2-weighted (T2w) MRI, gadolinium-based contrast-enhanced MRI (CE-MRI) and planning CT of 348 biopsy-proven NPC patients from three oncology centers. A multimodality-guided synergistic neural network (MMgSN-Net) was trained using 288 patients to leverage complementary features in T1w and T2w MRI for VCE-MRI synthesis, which was independently evaluated using 60 patients. Three board-certified radiation oncologists and two medical physicists participated in clinical evaluations in three aspects: image quality assessment of the synthetic VCE-MRI, VCE-MRI in assisting target volume delineation, and effectiveness of VCE-MRI-based contours in treatment planning. The image quality assessment includes distinguishability between VCE-MRI and CE-MRI, clarity of tumor-to-normal tissue interface and veracity of contrast enhancement in tumor invasion risk areas. Primary tumor delineation and treatment planning were manually performed by radiation oncologists and medical physicists, respectively.
    RESULTS: The mean accuracy to distinguish VCE-MRI from CE-MRI was 31.67%; no significant difference was observed in the clarity of tumor-to-normal tissue interface between VCE-MRI and CE-MRI; for the veracity of contrast enhancement in tumor invasion risk areas, an accuracy of 85.8% was obtained. The image quality assessment results suggest that the image quality of VCE-MRI is highly similar to real CE-MRI. The mean dosimetric difference of planning target volumes were less than 1Gy.
    CONCLUSIONS: The VCE-MRI is highly promising to replace the use of gadolinium-based CE-MRI in tumor delineation of NPC patients.
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  • 文章类型: Journal Article
    Dega截骨术越来越广泛地用于治疗发育性髋关节发育不良(DDH)。
    由于许多技术方面尚未完全定义,因此需要对此程序进行全面描述。此外,还需要更多的后续系列来评估其结果。
    在这项研究中,我们对该手术进行了详细的解剖学描述,并介绍了我们作为回顾性影像学和病例记录研究的经验.我们检查了44例(48髋)不同程度的DDH患者的临床和影像学记录。
    患者平均年龄为2个月和7个月,平均随访时间为41个月。进行了临床和影像学评估,包括CT和3D重建以检查截骨术的解剖特征。我们发现同心减少了93.7%,具有出色的临床和影像学结果。只有3例需要修正Dega截骨术。再次手术率为12.5%。CT扫描显示,在大多数情况下,截骨穿过弓形线。在20.7%的病例中,我们发现,原本打算做Dega截骨术的骨切口,在不经意间被实施为另一种截骨术变体.然而,这对结果没有显著影响。
    我们发现,实施良好的Dega截骨术是应对DDH髋臼变化的可靠工具。
    UNASSIGNED: Dega osteotomy is becoming more widely used for the treatment of developmental dysplasia of the hip (DDH).
    UNASSIGNED: A thorough description of this procedure is needed as many of the technical aspects are not fully defined. Moreover, more follow-up series are also needed to evaluate its outcomes.
    UNASSIGNED: In this study, we gave a detailed anatomic description for this procedure and also presented our experience as a retrospective radiographic and case-note study. We examined the clinical and radiographic records of 44 patients (48 hips) with varying degrees of DDH.
    UNASSIGNED: The average age of the patients was 2 months and 7 months while the average follow up period was 41 months. Clinical and radiographic assessment including CT with 3D reconstruction to examine the anatomic characteristics of the osteotomy were undertaken. We found that concentric reduction was achieved in 93.7% with excellent clinical and radiographic outcomes. Only 3 cases needed revision of the Dega osteotomy. The re-operation rate was 12.5%. CT scan revealed that the arcuate line was crossed by the osteotomy in the majority of cases. In 20.7% of cases, a bone cut that was intended to be a Dega osteotomy was found to have been inadvertently implemented as another osteotomy variant. However, this bore no significant effect on the outcome.
    UNASSIGNED: We found that a well-implemented Dega osteotomy is a reliable tool to cope with the acetabular changes in DDH.
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  • 文章类型: Journal Article
    尽管沟通的重要性,放射科通常依赖于不是为成像工作流程的独特需求而创建的通信工具,导致放射科医师频繁中断.这项研究的目的是检验以下假设:用于成像工作流程的新型异步通信工具(RadConnect)减少了每日平均同步次数(当面,电话)给放射科医生的通信请求。我们进行了一项前后研究。在采用RadConnect之前,技术人员使用三种常规通信方法咨询放射科医生(亲自,电话,通用企业聊天(GPEC))。收养后,参与者使用RadConnect作为第四种方法。技术人员在RadConnect采用前40天和后40天内手动记录与神经和胸部CT扫描相关的每个放射科医生咨询请求。在同一时期,从医院电话系统获得了部分蜂鸣器的电话流量。通过电子调查和结构化访谈收集了价值和可用性经验。RadConnect的采用导致同步减少53%(亲自,电话)咨询要求:从每天6.1±4.2提高到2.9±2.9(P<0.001)。神经和胸腔蜂鸣器的电话音量下降了77%(P<0.001),而腹部蜂鸣器(对照组)没有明显的体积变化。调查答复(46%的答复率)和访谈证实了RadConnect对中断的积极影响。RadConnect大大减少了放射科医生的电话中断。研究参与者在调查和访谈中重视基于角色的互动和优先工作列表概述。这项研究的结果将有助于一个更有针对性的工作环境。
    Despite the importance of communication, radiology departments often depend on communication tools that were not created for the unique needs of imaging workflows, leading to frequent radiologist interruptions. The objective of this study was test the hypothesis that a novel asynchronous communication tool for the imaging workflow (RadConnect) reduces the daily average number of synchronous (in-person, telephone) communication requests for radiologists. We conducted a before-after study. Before adoption of RadConnect, technologists used three conventional communication methods to consult radiologists (in-person, telephone, general-purpose enterprise chat (GPEC)). After adoption, participants used RadConnect as a fourth method. Technologists manually recorded every radiologist consult request related to neuro and thorax CT scans in the 40 days before and 40 days after RadConnect adoption. Telephone traffic volume to section beepers was obtained from the hospital telephone system for the same period. The value and usability experiences were collected through an electronic survey and structured interviews. RadConnect adoption resulted in 53% reduction of synchronous (in-person, telephone) consult requests: from 6.1 ± 4.2 per day to 2.9 ± 2.9 (P < 0.001). There was 77% decrease (P < 0.001) in telephone volume to the neuro and thorax beepers, while no significant volume change was noted to the abdomen beeper (control group). Survey responses (46% response rate) and interviews confirmed the positive impact of RadConnect on interruptions. RadConnect significantly reduced radiologists\' telephone interruptions. Study participants valued the role-based interaction and prioritized worklist overview in the survey and interviews. Findings from this study will contribute to a more focused work environment.
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  • 文章类型: English Abstract
    BACKGROUND: For a long time, chronic pruritus was considered difficult to treat. Modern therapy options and detailed guidelines have created new opportunities for patients to improve their quality of life. However, due to the complexity of the disease, the need for multimodal treatment remains.
    OBJECTIVE: This article aims to investigate whether dermatological rehabilitation offers additional benefits to those affected and whether it should therefore be part of the treatment concept for chronic pruritus.
    METHODS: After introduction of the pruritus program of a rehabilitation clinic, a prospective study is presented that focuses on the patient-relevant benefits of therapy. It used standardized questionnaires to record pruritus intensity, the presence of depression, anxiety, itch-related limitations, and quality of life in patients with chronic pruritus before and after rehabilitation.
    RESULTS: Of the patients surveyed, 91.7% achieved a patient-relevant benefit through rehabilitation. Pruritus intensity, depression, anxiety, itch-related limitations, and restrictions on quality of life decreased significantly. Almost half of all participating patients had been initially diagnosed more than 10 years ago.
    CONCLUSIONS: Dermatological rehabilitation with a multimodal concept for the treatment of chronic pruritus can help affected patients and should be part of the therapy concept. This should be done as early as possible before the disease progresses over a long period of time and makes treatment more difficult.
    UNASSIGNED: HINTERGRUND: Chronischer Pruritus galt lange Zeit als schwer therapierbar. Durch moderne Therapieoptionen und eine ausführliche Leitlinie wurden für die Patienten neue Möglichkeiten geschaffen, ihre Lebensqualität zu verbessern. Es bleibt allerdings durch die Komplexität der Erkrankung die Notwendigkeit einer multimodalen Behandlung.
    UNASSIGNED: In diesem Beitrag soll untersucht werden, ob eine dermatologische Rehabilitation den Betroffenen einen zusätzlichen Nutzen bietet und somit ein Bestandteil im Therapiekonzept des chronischen Pruritus sein sollte.
    METHODS: Nach einem Einblick in das Pruritus-Programm einer Rehabilitationsklinik folgt die Vorstellung einer prospektiven Studie, die den patientenrelevanten Nutzen der Therapie in den Mittelpunkt rückt. Diese erfasste anhand von standardisierten Fragebögen die Pruritusintensität, das Vorliegen von Depression, Angst, Pruritus-bezogene Einschränkungen und Lebensqualität bei Patienten mit chronischem Pruritus vor und nach der Rehabilitation.
    UNASSIGNED: Es erreichten 91,7 % der befragten Patienten durch die Rehabilitation einen patientenrelevanten Nutzen. Die Scores für die Pruritusintensität, das Vorliegen von Depression, Angst, Pruritus-bezogenen Einschränkungen und Einschränkungen der Lebensqualität sanken signifikant. Fast die Hälfte aller teilnehmenden Patienten hatte zuvor einen mehr als 10 Jahre dauernden Krankheitsverlauf.
    UNASSIGNED: Eine dermatologische Rehabilitation mit einem multimodalen Konzept zur Therapie des chronischen Pruritus kann den betroffenen Patienten helfen und sollte beim Erstellen eines Therapiekonzeptes einen festen Stellenwert haben. Dies soll möglichst frühzeitig geschehen, noch bevor sich die Erkrankung durch einen langen Verlauf aggraviert und dadurch die Therapie erschwert.
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  • 文章类型: Letter
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  • DOI:
    文章类型: Journal Article
    可委托专业活动(EPA)是可以委托给有能力完成该任务的学习者的任务或职责,以允许无监督的实践。EPA的概念在医学教育文献中有很好的记载,但只是最近在护理教育中。关于EPA框架在护士麻醉中的应用的文献很少。基于EPAs在基于能力的医学和护理教育中的成功应用,我们认为,该框架也可以用于过渡到基于能力的护士麻醉学习者的教育。许多经过认证的注册护士麻醉师临床专家缺乏基于能力的教育和教学培训。EPAs的概念可以帮助临床专家翻译能力和学习者的绩效评估。EPA是为护士麻醉临床教育环境定义的。特定于护士麻醉的EPA的示例包括麻醉机检查,插管,侵入性线路放置,区域麻醉阻滞,和术前评估。EPA的标准,使用障碍,并提供了具体的例子。临床受体故意使用EPA框架可能会导致对学习者的更有效评估,从而导致有目的地发展为能力。
    Entrustable professional activities (EPAs) are the tasks or responsibilities which can be entrusted to a learner competent in that task to allow for unsupervised practice. The concept of EPAs is well documented in medical education literature, but only recently in nursing education. A paucity of literature exists on the application of an EPA framework specifically in nurse anesthesia. Based on the successful application of EPAs in competency-based medical and nursing education, we are of the opinion that this framework may also be utilized in the transition to competency-based education for nurse anesthesia learners. Many certified registered nurse anesthetists clinical preceptors lack training in competency-based education and teaching. The concept of EPAs may assist clinical preceptors in the translation of competencies and performance evaluation of learners. EPAs are defined for the nurse anesthesia clinical education setting. Examples of EPAs specific to nurse anesthesia include anesthesia machine checks, intubation, invasive line placement, regional anesthesia blocks, and preoperative assessment. Criteria of EPAs, barriers to use, and concrete examples are provided. Deliberate use of the EPA framework by clinical preceptors may lead to a more effective evaluation of the learner, thus resulting in purposeful progression to competence.
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