Evidence map›Paper›PMID 40650697›Full record

ArticleJournal of robotic surgery2025

Standard operating procedures and learning curve analysis for surgical assistants in robot-assisted distal pancreatectomy.

Jianlu Zhang, Pengyu Li, Pan Zhang, Yajun Wang, Junchao Guo

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In one paragraph

Article in Journal of robotic surgery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Jianlu ZhangDepartment of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuaifuyuan, Wangfujing street, Dongcheng District, Beijing, 100730, China.
Pengyu LiDepartment of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuaifuyuan, Wangfujing street, Dongcheng District, Beijing, 100730, China.
Pan ZhangDepartment of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuaifuyuan, Wangfujing street, Dongcheng District, Beijing, 100730, China.
Yajun WangDepartment of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuaifuyuan, Wangfujing street, Dongcheng District, Beijing, 100730, China.
Junchao GuoDepartment of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 1 Shuaifuyuan, Wangfujing street, Dongcheng District, Beijing, 100730, China. pumch_research@163.com.

Funding

This study was funded by Chinese Academy of Medical Sciences Innovation Fund for Medical Sciences 2021-I2M-1-002
6 · The paper itself

Abstract

Robot-assisted pancreatic surgery (RPS) is increasingly adopted across institutions. While structured training and longitudinal skill acquisition are essential for optimal outcomes, the learning progression of surgical assistants in RPS remains inadequately characterized. This study presents our institution's standard operating procedures (SOP) for robot-assisted distal pancreatectomy (RDP) developed through a single-team cohort experience and defines the assistant learning curve based on operative time, thereby establishing evidence-based benchmarks for RPS training programs. In this retrospective study, data of consecutive patients who underwent RDP in our team from November 2022 to March 2025 were analyzed. The assistant learning curve was constructed using cumulative sum (CUSUM) analysis of operative time. The preoperative parameters, intraoperative outcomes, and postoperative metrics were compared between phases. Ninety-one patients were included in this study. Based on operative time analysis, the learning curve was stratified into two distinct phases: the initial learning phase (cases 1-43) and subsequent proficiency phase (cases 44-91). Operative duration and estimated blood loss were significantly greater during the learning phase compared to the proficiency phase. Among patients scheduled for spleen-preserving RDP, while overall spleen preservation rates were comparable between phases, proficiency phase cases demonstrated significantly superior splenic vessel preservation rates. Our RDP-specific SOP demonstrates safety and efficacy, with assistant proficiency significantly improving after 43 cases under expert supervision. Quantified learning thresholds provide validated benchmarks for structured robotic surgery training programs.

Indexed as

Learning CurvePancreatectomyRobotic Surgical ProceduresAdultAgedClinical CompetenceFemaleHumansMaleMiddle AgedOperative TimePhysician AssistantsRetrospective StudiesAssistantsDistal pancreatectomyLearning curveRobot-assisted surgerySpleen-preserving

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.