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累积求和(CUSUM)——一种用于客观分析外科医生在获得白内障超声乳化手术能力过程中学习曲线的工具。

Cumulative Summation (CUSUM)-as a tool for objective analysis of learning curve for surgeons in acquiring competency in phacoemulsification.

作者信息

Ng Emily Ming Choo, Salowi Mohamad Aziz, Othman Othmaliza, Uthman Rosmawati, Ngah Nor Fariza

机构信息

Department of Ophthalmology, Hospital Selayang, Kementerian Kesihatan Malaysia, Selangor, Malaysia.

Clinical Research Centre (CRC), National Inst of Health (NIH), Kementerian Kesihatan Malaysia, Shah Alam, Malaysia.

出版信息

BMC Ophthalmol. 2025 Aug 19;25(1):475. doi: 10.1186/s12886-025-04246-x.

Abstract

BACKGROUND

Phacoemulsification is the most widely performed cataract surgery and a key indicator of surgical competency for ophthalmologists. This study applies cumulative summation (CUSUM) analysis to a large national dataset to identify the number of cases required for trainees to reach proficiency, with the goal of enhancing training standards and ensuring patient safety.

METHODS

This retrospective study focuses on the phacoemulsification performed at the healthcare centres under the Ministry of Health, Malaysia. The study used data from the web-based Cataract Surgery Registry. The target group consisted of provisional surgeons who completed the training programme between January 1, 2013, and December 31, 2020. As posterior capsular rupture (PCR) is the most common complication in phacoemulsification, it is widely accepted as a competency benchmark. The study utilised CUSUM analysis to assess the occurrence of PCR for consecutive cases. The average CUSUM scores of all surgeons were plotted to generate a graph. The point at which the learning curve levels off was determined by employing a polynomial graph in Microsoft Excel.

RESULTS

Our result was based on the phacoemulsification cases performed by a cohort of 230 provisional surgeons. By aggregating the CUSUM scores of all participating surgeons, we observed that the graph representing the learning curve reached a plateau after 75 cases.

CONCLUSION

The learning curve was constructed using the CUSUM score, and surgeons required at least 75 cases to achieve competency in phacoemulsification.

摘要

背景

超声乳化白内障吸除术是目前应用最广泛的白内障手术,也是眼科医生手术能力的关键指标。本研究将累积求和(CUSUM)分析应用于一个大型国家数据集,以确定实习生达到熟练水平所需的病例数,目的是提高培训标准并确保患者安全。

方法

这项回顾性研究聚焦于马来西亚卫生部下属医疗中心所开展的超声乳化白内障吸除术。该研究使用了基于网络的白内障手术登记处的数据。目标群体为在2013年1月1日至2020年12月31日期间完成培训计划的临时外科医生。由于后囊膜破裂(PCR)是超声乳化白内障吸除术中最常见的并发症,它被广泛视为一项能力基准。该研究利用CUSUM分析来评估连续病例中PCR的发生情况。绘制所有外科医生的平均CUSUM分数以生成图表。通过在Microsoft Excel中使用多项式图表来确定学习曲线趋于平稳的点。

结果

我们的结果基于230名临时外科医生所进行的超声乳化白内障吸除术病例。通过汇总所有参与外科医生的CUSUM分数,我们观察到代表学习曲线的图表在75例病例后趋于平稳。

结论

使用CUSUM分数构建学习曲线,外科医生至少需要75例病例才能在超声乳化白内障吸除术方面达到熟练水平。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2dbf/12362908/957126ad0732/12886_2025_4246_Fig1_HTML.jpg

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