learning curve

学习曲线
  • 文章类型: Letter
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  • 文章类型: Journal Article
    目的:我们评估了可行性,安全,以及腹膜外单端口机器人辅助前列腺癌根治术(SP-RARP)的学习曲线,并引入了创新的手术技术以在手术过程中保持器械位置。
    方法:从2021年12月至2023年4月,在我们机构接受腹膜外SP-RARP治疗的100例患者队列。该程序由经验丰富的泌尿外科医生使用两种手术技术解剖前列腺的后部-“改变仪器角色”和“使用相机倒置”-以防止相机和仪器之间的位置偏移。
    结果:SP-RARP的平均手术时间为93.58分钟,平均控制台时间为65.16分钟。手术期间的平均估计失血量为109.30mL。没有必要转换为多端口机器人,腹腔镜检查,或者开腹手术,在住院期间或短期随访中没有出现重大并发症。根治性前列腺切除术后的早期结果表明,在6.40个月的平均随访期间,生化复发率为4.0%。节制和效能恢复率为92.3%和55.8%,分别。学习曲线分析显示手术时间无显著差异,控制台时间,初始和后50例之间的阳性手术切缘率。
    结论:腹膜外SP-RARP是熟练技术人员治疗局部前列腺癌的可行且安全的选择。继续累积案例对于将来将SP-RARP与多端口方法进行比较至关重要。
    OBJECTIVE: We evaluated the feasibility, safety, and learning curve of extraperitoneal single-port robot-assisted radical prostatectomy (SP-RARP) and introduced innovative surgical techniques to maintain the instrument positions during the procedures.
    METHODS: A cohort of 100 patients underwent extraperitoneal SP-RARP at our institution from December 2021 to April 2023. The procedures were performed by an experienced urology surgeon utilizing two surgical techniques for dissecting the posterior aspect of the prostate-\"changing instrument roles\" and \"using camera inversion\"-to prevent positional shifts between the camera and instruments.
    RESULTS: The mean operation time for SP-RARP was 93.58 minutes, and the mean console time was 65.16 minutes. The mean estimated blood loss during the procedures was 109.30 mL. No cases necessitated conversion to multi-port robot, laparoscopy, or open surgery, and there were no major complications during the hospital stay or in the short-term follow-up. Early outcomes of post-radical prostatectomy indicated a biochemical recurrence rate of 4.0% over a mean follow-up duration of 6.40 months, with continence and potency recovery rates of 92.3% and 55.8%, respectively. Analysis of the learning curve showed no significant differences in operation time, console time, and positive surgical margin rates between the initial and latter 50 cases.
    CONCLUSIONS: Extraperitoneal SP-RARP is a feasible and safe option for the treatment of localized prostate cancer in skilled hands. Continued accrual of cases is essential for future comparisons of SP-RARP with multiport approaches.
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  • 文章类型: Journal Article
    背景:本文试图对仰卧位经皮肾镜取石术(PCNL)技术的学习目标和重要性进行全面综述。
    方法:我们回顾性回顾了2018年1月至2024年1月的仰卧PCNL病例。我们将小组分为3组:2至3岁的居民(第1组),4至5岁的居民(第2组),和器官学专家(第3组)。这位2-3年的居民首次开始执行PCNL,而4-5年的住院医师首次开始进行仰卧PCNL,而此前曾进行易感PCNL。
    结果:访问,透视,第1组手术时间较高,第2组手术时间较短,第3组手术时间最短(p<0.001)。发现术后住院时间和额外治疗的需要较短(p<0.001),从第1组到第3组,无结石率(SFR)增加(p<0.001)。在第1组中观察到最高的并发症发生率(p=0.002)。第1组患者的SFR率随着病例数的增加而增加。在SFR方面,成功在46-60例之后是稳定的。在第2组中,SFR率在31-45后稳定。
    方法:第1组并发症最多,第3组并发症最少。
    结论:在2-3岁的居民中,访问时间和透视时间随着经验的减少而减少。在4-5年的居民中,由于他们在易发PCNL方面的专业知识,手术时间和透视时间随着病例数的增加而减少。在2-3年居民46-60例和4-5年居民31-45例后,SFR较高。
    BACKGROUND: This article attempts to provide a comprehensive review of the learning objectives and importance of the supine percutaneous nephrolithotomy (PCNL) technique.
    METHODS: We retrospectively reviewed the cases of Supine PCNL between January 2018 and January 2024. We divided the groups into 3: residents between 2 and 3 years (Group 1), residents between 4 and 5 years (Group 2), and endourologist (Group 3). The 2-3-year resident started to perform PCNL for the first time, while the 4-5-year resident started to perform Supine PCNL for the first time while previously performing prone PCNL.
    RESULTS: Access, fluoroscopy, and operation time were higher in Group 1, shorter in Group 2, and shortest in Group 3 (p < 0.001). Postoperative length of stay and the need for additional treatment were found to be shorter (p < 0.001), and the stone-free rate (SFR) increased (p < 0.001) from Group 1 to Group 3. The highest complication rates were observed in Group 1 (p = 0.002). SFR rate increased as the number of cases increased in Group 1 patients. Success was stable after 46-60 cases in terms of SFR. In Group 2, the SFR rate was stable after 31-45.
    METHODS: The most complications were observed in Group 1 and the least in Group 3.
    CONCLUSIONS: In 2-3-year residents, access time and fluoroscopy time decrease with experience. In 4-5-year residents, due to their expertise in prone PCNL, the operation time and fluoroscopy time decrease with the number of cases performed. SFR is higher after 46-60 cases for 2-3-year residents and 31-45 cases for 4-5-year residents.
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  • 文章类型: Journal Article
    背景:在全髋关节置换术(THA)中,实施新方法或新植入物总是与一定的学习曲线有关。目前,许多外科医生正在转向微创方法结合短茎进行THA。因此,我们旨在评估和比较从前外侧WatsonJones入路(ALA)转换为直接前路(DAA)的学习曲线,以及在非骨水泥THA中从颈部切除转换为部分保留颈部的短茎的学习曲线.
    方法:在这项回顾性队列研究中,评估了通过DAA进行的前150例连续THA(A组)和使用部分颈部保留短茎进行的前150例连续THA(B组)。所有病例均进行手术相关不良事件(AE)筛查。此外,评估每次手术的手术时间,并通过累积和(CUSUM)分析评估学习曲线.
    结果:总体而言,与B组相比,A组的AE发生率明显高于B组(18.0%vs.10.0%;p=0.046)。AE的亚分析显示假体周围感染率较高(2.7%vs.0.7%;p=0.176),假体周围骨折(4.0%vs.2.0%;p=0.310)和总体修订(4.7%与1.3%p=0.091)在A组中无统计学意义。CUSUM分析显示,在A组97例和B组79例之后,手术时间持续减少。
    结论:A与切换植入进行THA相比,在切换方法时检测到AE的总体发生率明显更高。然而,根据这项研究的结果,外科医生也应该意识到采用具有不同固定理念的新植入物的学习曲线。
    BACKGROUND: Implementing new approaches or new implants is always related with a certain learning curve in total hip arthroplasty (THA). Currently, many surgeons are switching to minimally invasive approaches combined with short stems for performing THA. Therefore, we aimed to asses and compare the learning curve of switching from an anterolateral Watson Jones approach (ALA) to a direct anterior approach (DAA) with the learning curve of switching from a neck-resecting to a partially neck-sparing short stem in cementless THA.
    METHODS: The first 150 consecutive THA performed through a DAA (Group A) and the first 150 consecutive THA using a partially neck-sparing short stem (Group B) performed by a single surgeon were evaluated within this retrospective cohort study. All cases were screened for surgery related adverse events (AE). Furthermore, the operative time of each surgery was evaluated and the learning curve assessed performing a cumulative sum (CUSUM) analysis.
    RESULTS: Overall, significantly more AE occurred in Group A compared to Group B (18.0% vs. 10.0%; p = 0.046). The sub-analysis of the AE revealed higher rates of periprosthetic joint infections (2.7% vs. 0.7%; p = 0.176), periprosthetic fractures (4.0% vs. 2.0%; p = 0.310) and overall revisions (4.7% vs. 1.3% p = 0.091) within Group A without statistical significance. The CUSUM analysis revealed a consistent reduction of operative time after 97 cases in Group A and 79 cases in Group B.
    CONCLUSIONS: A significantly higher overall rate of AE was detected while switching approach compared to switching implant for performing THA. However, according to the results of this study, surgeons should be aware of the learning curve of the adoption to a new implant with different fixation philosophy as well.
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  • 文章类型: Journal Article
    目的:基于MRI的VI-RADS评分有助于区分MIBC和NMIBC,但经验的影响仍有待探索。我们旨在确定积累经验对VI-RADS诊断性能的影响。
    方法:在我们之前发表的系列文章中,分析了71例经尿道电切前接受多参数MRI检查的原发性膀胱癌患者。在进行研究时评估VI-RADS评分的放射科医生,3年后重新评估所有病例,以盲目的方式。在这三年里,超过300例其他膀胱MRI用于VI-RADS评估.比较了初始和后续VI-RADS分析的诊断性能。此外,还将新受过训练的腹部放射科医师获得的VIRADS结果与经验丰富的放射科医师的结果进行了比较。对于这项研究,VI-RADS≥3用于预测MIBC。
    结果:总共71例患者[62例(87.3%)男性,包括在TURBT之前接受膀胱MRI检查的67.4±10.2年]。组织病理学显示MIBC16例(26.2%)。最初的MRI分析显示,在36例(50.7%)中,VI-RADS评分≥3。对MIBC的敏感性和特异性分别为75%和56.4%。随后的MRI分析显示23例(32.4%)患者的VI-RADS评分≥3。敏感性和特异性分别为93.8%和85.5%。最近接受过培训的腹部放射科医生进行的MRI分析显示,在24例(33.8%)中,VI-RADS评分≥3。敏感性和特异性分别为87.5%和56.4%。
    结论:VI-RADS解释膀胱MRI的诊断性能可以通过增加泌尿生殖放射科医生的经验而随着时间的推移而改善。
    OBJECTIVE: MRI-based VI-RADS score aids in differentiating MIBC and NMIBC, but the experience\'s impact remains unexplored. We aimed to determine the effect of accumulating experience in the diagnostic performance of VI-RADS.
    METHODS: In our previously published series 71 primary bladder cancer patients who underwent multiparametric MRI before the transurethral resection were analyzed. The radiologist who assessed the VI-RADS scores at the time the study was performed, re-evaluated all cases after 3 years, in a blinded fashion. During these three years, more than 300 additional bladder MRIs were performed for VI-RADS assessment. The diagnostic performances of the initial and subsequent VI-RADS analyses were compared. Moreover, VIRADS results obtained by a newly trained abdominal radiologist was also compared with experienced radiologist\'s results. For this study, VI-RADS ≥3 was accepted for predicting MIBC.
    RESULTS: Overall 71 patients [62 (87.3 %) males, 67.4 ± 10.2 years] who underwent bladder MRI before TURBT were included. Histopathology revealed MIBC in 16 (26.2 %) cases. The initial MRI analysis revealed VI-RADS score ≥ 3 in 36 (50.7 %) cases. The sensitivity and specificity for depicting MIBC were 75 % and 56.4 % respectively. The subsequent MRI analysis revealed VI-RADS score ≥ 3 in 23 (32.4 %) cases. The sensitivity and specificity were 93.8 % and 85.5 % respectively. The MRI analysis performed by the recently trained abdominal radiologist revealed VI-RADS score ≥ 3 in 24 (33.8 %) cases. The sensitivity and specificity were 87.5 % and 56.4 % respectively.
    CONCLUSIONS: The diagnostic performance of VI-RADS for the interpretation of bladder MRI can improve over time by increasing the experience of the urogenital radiologist.
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  • 文章类型: Journal Article
    微创手术最大限度地减少对人体的创伤,同时保持满意的治疗效果。微创胰腺手术(MIPS)于1994年推出,但与开放方法相比,有关其疗效的问题普遍存在。MIPS与几个围手术期的优势相关,同时保持肿瘤学标准,由外科医生进行稳健的培训方案和频繁的实践。未来的研究应侧重于解决学习曲线差异,同时确定与缩短达到技术熟练程度所需时间相关的因素。
    Minimally invasive procedures minimize trauma to the human body while maintaining satisfactory therapeutic results. Minimally invasive pancreas surgery (MIPS) was introduced in 1994, but questions regarding its efficacy compared to an open approach were widespread. MIPS is associated with several perioperative advantages while maintaining oncological standards when performed by surgeons with a robust training regimen and frequent practice. Future research should focus on addressing learning curve discrepancies while identifying factors associated with shortening the time needed to attain technical proficiency.
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  • 文章类型: Journal Article
    背景:内镜粘膜下剥离术(ESD)是一种专门的内镜技术,用于治疗大型癌前和早期癌性胃肠道病变,避免了手术切除的需要。这项研究的目的是评估可行性,在新西兰以患病率为基础的环境中,采用未经培训的方法学习ESD的有效性和安全性。
    方法:在4年内,在新西兰的一个三级中心进行了80例ESD程序。我们回顾了患者的基本人口统计学,连同成功的整体切除率,解剖速度,组织学诊断(包括边缘评估)和并发症。
    结果:我们捕获了80个程序。在该数据库中,我们实现了88.7%的整体切除(80例中的71例)和72.5%的R0切除(80例中的58例)。在20例病例的第一个区块内达到了9cm2/h的国际解剖速度基准,并一直保持不变。穿孔率为6.25%(5例),一名患者(1.25%)需要紧急手术治疗直肠穿孔。
    结论:我们的研究表明,通过基于患病率的方法,在新西兰的低容量三级中心学习ESD是可行且安全的。大多数患者能够进行整体切除和R0切除。我们的目的是将这些数据用于帮助设计更正式的培训流程,以便在新西兰环境中学习ESD。
    BACKGROUND: Endoscopic submucosal dissection (ESD) is a specialised endoscopic technique in the treatment of large pre-cancerous and early cancerous gastrointestinal lesions that avoids the need for surgical resections. The objective of this study was to assess the feasibility, efficacy and safety of learning ESD in an untutored approach in a prevalence-based setting within New Zealand.
    METHODS: Over a 4-year period, 80 ESD procedures were performed at a single tertiary centre within New Zealand. We retrospectively reviewed basic demographics of the patients, along with successful en bloc resection rates, dissection speeds, histological diagnoses (including margin assessments) and complications.
    RESULTS: We captured 80 procedures. Within this database we achieved an en bloc resection of 88.7% (71 out of 80 cases) and an R0 resection of 72.5% (58 out of 80 cases). The international benchmark for dissection speed of 9cm2/h was achieved within the first block of 20 cases and was maintained throughout. There was a perforation rate of 6.25% (five patients), with one patient (1.25%) requiring emergency surgery for a rectal perforation.
    CONCLUSIONS: Our study shows it is feasible and safe to learn ESD within a low-volume tertiary centre within New Zealand via a prevalence-based approached. The majority of patients were able to have en bloc resection and a R0 resection. Our intent is that this data be used to help design a more formalised training process for learning ESD within a New Zealand setting.
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  • 文章类型: Journal Article
    目的:评估在机器人辅助的即刻植入手术中具有不同经验水平的操作员之间的准确性和有效性。
    方法:该研究包括四名在同一机构接受牙科培训但在种植牙科方面有不同水平的临床经验的参与者,表示为本科生(UG),牙科住院医师(DR),没有机器人经验的专家(IS)和有机器人经验的专家(RS)。经过机器人辅助植入手术的全面理论培训,每个操作员在21个地点参与了五个机器人辅助植入程序,导致总共20个植入物的植入手术。随后,通过分析术前计划和术后CBCT扫描来评估植入物的准确性,并记录每个程序所需的时间.
    结果:UG中的角度偏差,DR,IS和RS组为0.82±0.27°,0.55±0.27°,0.83±0.27°,和0.56±0.36°,分别。植入平台点的总偏差为0.28±0.10mm,0.26±0.16mm,0.34±0.08mm和0.31±0.06mm,分别。顶端的总偏差为0.30±0.08mm,0.25±0.18mm,0.31±0.09mm,和0.31±0.05毫米,分别。花费的时间为10.37±0.57分钟,10.56±1.77分钟,9.93±0.78min,每个操作员11.76±0.78分钟。随着手术数量的增加,手术时间减少,但是不同组之间的植入物准确性没有显着差异。
    结论:在本研究范围内,机器人辅助植入手术表现出很高的准确性,具有不同临床经验或植入机器人-用户经验的操作员之间的性能没有显着差异。此外,机器人植入手术的学习曲线是陡峭和一致的。
    结论:机器人辅助植入手术在不同临床和机器人经验水平的操作者中表现出一致的高准确性。强调其标准化程序和提高临床结果可预测性的潜力。
    OBJECTIVE: To assess the accuracy and effectiveness among operators with different levels of experience in a robot-assisted immediate implant surgery.
    METHODS: The study included four participants who had received dental training at the same institution but have varying levels of clinical experience in implant dentistry, denoted as undergraduate student (UG), dental resident (DR), specialist with no robot experience (IS) and specialist with robot experience (RS). Following comprehensive theoretical training in robot-assisted implant operation, each operator participated in five robotic-assisted implant procedures at 21 sites, resulting in the implant surgery of a total of 20 implants. Subsequently, the accuracy of the implants was assessed by analyzing the preoperative planning and the postoperative CBCT scans, and the time required for each procedure was also recorded.
    RESULTS: Angular deviation in UG, DR, IS and RS group was 0.82 ± 0.27°, 0.55 ± 0.27°, 0.83 ± 0.27°, and 0.56 ± 0.36°, respectively. The total deviation of the implant platform point was 0.28 ± 0.10 mm, 0.26 ± 0.16 mm, 0.34 ± 0.08 mm and 0.31 ± 0.06 mm, respectively. The total deviation of the apical point was 0.30 ± 0.08 mm, 0.25 ± 0.18 mm, 0.31 ± 0.09 mm, and 0.31 ± 0.05 mm, respectively. The time spent was 10.37 ± 0.57 min, 10.56 ± 1.77 min, 9.93 ± 0.78 min, and 11.76 ± 0.78 min for each operator. As the number of operations increased, the operation time decreased, but there was no significant difference in implant accuracy between the different groups.
    CONCLUSIONS: Within the scope of this study, robot-assisted implant surgery demonstrated high accuracy, with no significant differences in performance between operators with varying levels of clinical experience or implant robot-user experience. Furthermore, the learning curve for robotic implant surgery is steep and consistent.
    CONCLUSIONS: Robot-assisted implant surgery demonstrates consistent high accuracy across operators of varying clinical and robotic experience levels, highlighting its potential to standardize procedures and enhance predictability in clinical outcomes.
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  • 文章类型: Journal Article
    在使用医疗器械程序时,学习效果已被证明对结果有重大影响,是医疗器械安全监控的重要组成部分。为了支持对这些影响的估计,我们评估了我们在几个不同的实际数据集中对这些比率进行建模的方法,这些数据集中代表了由机构内聚集的医生治疗的患者,以显示该方法在不同应用中的灵活性.
    为了估计学习曲线效应,我们采用我们独特的学习曲线建模,以纳入机构和医生之间的学习层次结构,然后在已建立的方法中对它们进行建模,这些方法使用分层数据,如广义估计方程(GEE)。在实际数据集内,我们研究了两种设备类型和两种以前没有观察到的手术类型:非体外循环冠状动脉搭桥术(CABG),和径向访问经验。我们还在GEE框架内尝试了针对这些不同设备/程序的中介分析。
    我们发现,根据快速或慢速学习建模的需要,用于生成“无学习”数据集的形状选择仍然是数据集特定的,但一般来说,幂级数或对数形状对于建模较慢的学习会更好,而指数可能对于更快的学习更好。中介分析也显示出在适应学习曲线建模方面的希望。
    展示了在各种应用中使用我们的方法的灵活性;这次利用每个患者完成的多个可能的程序,以便每个医生都有更多的体积,我们能够展示在不同数据应用中应用我们的方法的灵活性,以便更准确地捕获嵌套在机构内的医生的学习曲线率.这个可以,因此,全面用于设备和程序安全。
    UNASSIGNED: In the use of medical device procedures, learning effects have been shown to have a significant impact on the outcome, and are a critical component of medical device safety surveillance. To support estimation of these effects, we evaluated our methods for modeling these rates within several different actual datasets representing patients treated by physicians clustered within institutions to show the flexibility of this method across applications.
    UNASSIGNED: In order to estimate the learning curve effects, we employed our unique modeling for the learning curves to incorporate the learning hierarchy between institution and physicians, and then modeled them within established methods that work with hierarchical data such as generalized estimating equations (GEE). Within the actual datasets, we looked at two device types and also two procedure types which had not been observed before: off pump coronary artery bypass (CABG) experience, and radial access experience. We also tried mediation analyses within the GEE framework for these various devices/procedures as well.
    UNASSIGNED: We found that the choice of shape used to produce the \"learning-free\" dataset would still be dataset specific depending upon needs for modeling fast or slow learning but that in general the power series or logarithmic shapes would be better for modeling slower learning while exponential may be better for faster learning. Mediation analysis also showed promise in adapting the modeling of the learning curve.
    UNASSIGNED: In showing the flexibility of using our method in various applications; this time utilizing more than one possible procedure done per patient so that each physician had more volume, we were able to show the flexibility of applying our method in different data applications to allow for more accurately capturing the learning curve rates in physicians nested within institutions. This can, therefore, be used across the board for device and procedure safety.
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  • 文章类型: Journal Article
    背景:我们旨在介绍我们改良的手助后腹腔镜活体供肾切除术(HARPLDN)技术,并定义学习曲线。
    方法:纳入了2015年5月至2022年3月期间由同一位外科医生接受改良HARPLDN的138名肾脏捐献者。以总手术时间为研究结果,进行累积和(CUSUM)学习曲线分析。
    结果:总计,平均手术时间为138.2±32.1分钟。中位热缺血时间(WIT)和估计失血量分别为90s和50ml,分别。总手术时间的学习曲线最好用二阶多项式建模,方程如下:CUSUMOT(min)=(-0.09病例号2)+(12.88病例号)-67.77(R2=0.7875;p<0.05)。CUSUM学习曲线包括以下三个独特的阶段:第一阶段(最初的41例),代表初始学习曲线;第二阶段(中间43例),代表专家能力;和第三阶段(最后54个案例),代表掌握。总体6个月移植物存活率为99.3%,94.9%的移植物功能立即起效,无移植功能延迟和0.7%的输尿管并发症。
    结论:我们的改良方法对于活体供肾切除术是安全有效的,并且具有较短的手术时间和优化的WIT的优点。41例后,外科医生可以熟悉改良的HARPLDN,并有效地执行接下来的97例。
    BACKGROUND: We aimed to introduce our modified hand-assisted retroperitoneoscopic living donor nephrectomy (HARPLDN) technique and define the learning curve.
    METHODS: One hundred thirty-eight kidney donors who underwent modified HARPLDN by the same surgeon between May 2015 and March 2022 were included. A cumulative sum (CUSUM) learning curve analysis was performed with the total operation time as the study outcome.
    RESULTS: In total, the mean operative time was 138.2 ± 32.1 min. The median warm ischemic time (WIT) and estimated blood loss were 90 s and 50 ml, respectively. The learning curve for the total operative time was best modeled as a second-order polynomial with the following equation: CUSUMOT (min) = (-0.09 case number2) + (12.88 case number) - 67.77 (R2 = 0.7875; p<0.05). The CUSUM learning curve included the following three unique phases: phase 1 (the initial 41 cases), representing the initial learning curve; phase 2 (the middle 43 cases), representing expert competence; and phase 3 (the final 54 cases), representing mastery. The overall 6-month graft survival rate was 99.3%, with 94.9% immediate onset of graft function without delayed graft function and 0.7% ureteral complications.
    CONCLUSIONS: Our modified method is safe and effective for living donor nephrectomy and has the advantages of a shorter operating time and optimized WIT. The surgeon can become familiar with the modified HARPLDN after 41 cases and effectively perform the next 97 cases.
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