Evidence map›Paper›PMID 41801569›Full record

ArticleJournal of robotic surgery2026

Risk-adjusted learning curve for robotic colorectal surgery in an educational setting: a single-center consecutive series.

Norimitsu Yabusaki, Akiharu Ishiyama, Toshiaki Mori, Masashi Hirota, Kazuki Yokoi

Abstract read
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Article in Journal of robotic surgery, 2026. 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.

Norimitsu YabusakiDepartment of Surgery, Okazaki City Hospital, Okazaki, Aichi, Japan. yabusaki.norimitsu@okazakihospital.jp.
Akiharu IshiyamaDepartment of Surgery, Okazaki City Hospital, Okazaki, Aichi, Japan.
Toshiaki MoriDepartment of Surgery, Okazaki City Hospital, Okazaki, Aichi, Japan.
Masashi HirotaDepartment of Surgery, Okazaki City Hospital, Okazaki, Aichi, Japan.
Kazuki YokoiDepartment of Surgery, Okazaki City Hospital, Okazaki, Aichi, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Learning-curve assessments for robotic colorectal surgery can be biased by temporal changes in case-mix and by increasing trainee participation. We evaluated a risk-adjusted learning curve using residual-based cumulative sum (CUSUM). We retrospectively analyzed 270 consecutive robotic colorectal resections performed between July 2019 and December 2025 at a single center. Operative time was modeled using multivariable linear regression including age, body mass index, ASA class, clinical T/N/M category, neoadjuvant chemotherapy, selective lateral pelvic lymph node dissection (LPLND), multivisceral resection, console switch, and trainee involvement. Risk-adjusted CUSUM was calculated as the cumulative residuals (observed minus predicted operative time), and change points in the CUSUM trajectory defined proficiency phases. Median operative time was 279 [238–334] min. Overall complications (Clavien–Dindo > 0) occurred in 49/270 (18.1%), major complications (CD ≥ III) in 20/270 (7.4%), anastomotic leak in 13/270 (4.8%), conversion in 1/270 (0.4%), and transfusion in 7/270 (2.6%). Risk-adjusted CUSUM identified a change point at case 72, defining two phases. In this consecutive series, risk-adjusted CUSUM identified a phase transition in operative efficiency while short-term outcomes remained acceptable in the context of increasing trainee participation. Risk-adjusted learning-curve assessment may support benchmarking and evaluation of training programs in real-world practice.

Indexed as

Learning CurveRisk AdjustmentRobotic Surgical ProceduresAgedClinical CompetenceColorectal Surgical ProceduresFemaleHumansMaleMiddle AgedOperative TimePostoperative ComplicationsRetrospective StudiesColorectal surgeryCUSUMLearning curveRisk adjustmentRobotic surgeryTraining

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Textmetadata
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Registered trials

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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.