Evidence map›Paper›PMID 42818640›Full record

ArticleFrontiers in oncology2026

A structured learning curve for visuomotor recalibration and surgical performance during transition from two-dimensional to three-dimensional laparoscopic radical cystectomy.

Xiaodong Qing, Xiangzheng Wu, Wenbo Gao

Abstract read
In one paragraph

Article in Frontiers in oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Xiaodong QingDepartment of Surgery, Ningbo Integrated Traditional Chinese and Western Medicine Hospital, Ningbo, Zhejiang, China.
Xiangzheng WuDepartment of Urology, Ningbo Integrated Traditional Chinese and Western Medicine Hospital, Ningbo, Zhejiang, China.
Wenbo GaoDepartment of Urology, Ningbo Integrated Traditional Chinese and Western Medicine Hospital, Ningbo, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Three-dimensional (3D) laparoscopy offers stereoscopic depth perception, but moving from conventional two-dimensional (2D) systems calls for a period of visuomotor adaptation. How this learning curve unfolds in complex oncological procedures like laparoscopic radical cystectomy (LRC) has not been well characterized. Methods: This single-surgeon retrospective cohort study included 140 consecutive patients who underwent LRC by an experienced surgeon (>300 prior 2D procedures). Cases were divided chronologically into one 2D group (the last 50 2D cases) and three consecutive 3D groups (3D-1 to 3D-3, 30 cases each). The primary endpoint was pelvic-phase operative time- the vision-dependent part of dissection. Secondary outcomes included estimated blood loss (EBL), lymph node yield, positive margin rate, major complications (Clavien-Dindo ≥II), and surgeon-rated stereoscopic comfort and hand-eye coordination (visual analogue scales). Results: Baseline characteristics were similar across groups. Change-point analysis identified a single significant transition point at case 31 (95% CI: 28-34). Pelvic-phase time in 3D-1 group (median 198 min) was comparable to the 2D reference (185 min, Conclusions: Transitioning from 2D to 3D LRC involves a distinct learning curve of about 30 cases. Once visuomotor recalibration is achieved, operative efficiency and intraoperative safety improve substantially without compromising pathological quality. These findings offer an evidence-based framework for structured training and technology adoption in complex pelvic oncology.

Indexed as

bladder cancercystectomylaparoscopylearning curvethree-dimensionalvisuomotor recalibration

Identifiers

PMID42818640
PMCPMC13623616

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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.