Evidence map›Paper›PMID 42185700›Full record

ArticleJournal of robotic surgery2026

Learning curve of robotic-assisted transabdominal preperitoneal inguinal hernia repair (r-TAPP): a scoping review of CUSUM-based studies.

Francesco Brucchi, Rita Stanco, Sofia Esposito, Micaela Piccoli, Giampaolo Formisano, Paolo Pietro Bianchi, Gianlorenzo Dionigi

Abstract readScoping Review
In one paragraph

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

7 authors.

Francesco BrucchiDivision of Surgery, Istituto Auxologico Italiano, IRCCS, Via Mercalli 30, Milan, Italy. Francesco.brucchi@unimi.it.
Rita StancoUniversity of Pavia, Pavia, Italy.
Sofia EspositoDepartment of General, Emergency Surgery and New Technologies, Baggiovara General Hospital, AOU Modena, Modena, Italy.
Micaela PiccoliDepartment of General, Emergency Surgery and New Technologies, Baggiovara General Hospital, AOU Modena, Modena, Italy.
Giampaolo FormisanoDepartment of Surgery, Dipartimento di Scienze della Salute, ASST Santi Paolo e Carlo, University of Milan, Milan, Italy.
Paolo Pietro BianchiDepartment of Surgery, Dipartimento di Scienze della Salute, ASST Santi Paolo e Carlo, University of Milan, Milan, Italy.
Gianlorenzo DionigiDivision of Surgery, Istituto Auxologico Italiano, IRCCS, Via Mercalli 30, Milan, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Robotic-assisted transabdominal preperitoneal repair (r-TAPP) is increasingly adopted for inguinal hernia repair, but the number of procedures required to achieve stable operative performance remains unclear. This scoping review synthesised CUSUM-based learning curve evidence to characterise reported operative-time stabilisation thresholds and their methodological determinants. PubMed, Embase, Scopus, Cochrane Library, and Google Scholar were searched for studies published between January 2000 and December 2025 reporting CUSUM-based learning curve analyses of r-TAPP or SP-TAPP using Da Vinci systems. The review followed PRISMA-ScR guidance and was registered with the Open Science Framework. The primary outcome was the CUSUM inflection point, summarised descriptively using median, sample-size-weighted mean, range, and non-parametric bootstrap 95% confidence intervals. Operative time trends were synthesised narratively without pooling. Seven studies, including eight independent learning curves and 1,361 patients, were included. CUSUM inflection points ranged from 12 to 138 procedures (median 32, 95% CI 13-43; weighted mean 65, 95% CI 22-108). Sensitivity analysis excluding the single series using a composite efficiency-plus-safety CUSUM yielded a median of 29 procedures (95% CI 13-35) and weighted mean of 28 (95% CI 19-36). Both estimates are valid within their methodological contexts. Operative time decreased after stabilisation in all studies by approximately 7-24 min. Complications were predominantly minor; intraoperative events were rare, and reported conversions were absent. Safety comparisons between phases were underpowered. Available evidence is compatible with r-TAPP operative-time stabilisation after approximately 25-35 procedures in structured training settings. This estimate is hypothesis-generating, not a credentialing benchmark, given heterogeneous CUSUM definitions and very low-certainty evidence.

Indexed as

Hernia, InguinalHerniorrhaphyLearning CurveRobotic Surgical ProceduresHumansOperative TimeCUSUMInguinal herniaLearning curveRobotic surgeryScoping reviewTAPP

Identifiers

PMID42185700
PMCPMC13201324

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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.