ArticleJournal of robotic surgery2026
Learning curve of robotic-assisted transabdominal preperitoneal inguinal hernia repair (r-TAPP): a scoping review of CUSUM-based studies.
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.
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.
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.
Who cites it
1 citing paper in PubMed.
- Early Adoption of Technically Complex Robotic Ventral Hernia Repair in a Low-Volume Center: A Retrospective Comparative Analysis with Consecutive Open Cases.Journal of clinical medicine · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
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
Identifiers
What OpenQuestion holds
Registered trials
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.