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Record W4410908556 · doi:10.1093/jcag/gwaf011

Enhancing efficiency in ESD: a comparative analysis of ERBE VIO3 and 300d electrosurgical units

2025· article· en· W4410908556 on OpenAlexaff
Nabeel Ahmed, Mandip Rai, Robert Bechara

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2025
Typearticle
Languageen
FieldMedicine
TopicThyroid and Parathyroid Surgery
Canadian institutionsKingston Health Sciences CentreMcGill University Health Centre
Fundersnot available
KeywordsEngineering

Abstract

fetched live from OpenAlex

Abstract Aims Electrosurgical units (ESUs) are essential for tissue dissection hemostasis during ESD. The ERBE VIO 3, enables rapid setting changes, facilitating the swift application of vessel sealing current. Additionally, features such as PreciseSect mode allow dynamic modulation frequency adjustment, making it suitable for submucosal dissection and vessel management. Our comparison of the ERBE VIO3 and 300d aims to assess whether these functionalities enhance the ESD experience. Methods From 2021 to 2024, 88 patients undergoing ESD for colorectal lesions were identified from a prospectively maintained database. Lesions were categorized based on the ESU utilized. Results Eighty-eight procedures were identified. Forty-four (50.0%) procedures were performed using VIO 3 and 44 (50.0%) using VIO 300d. 40 (45.5%) lesions were colonic and 48 (54.5%) rectal. Median lesion diameter was 4.5 cm. Lesions in the VIO3 group were significantly larger (P = 0.027). All ESDs were completed en bloc. Use of the VIO3 resulted in a significantly fewer uses of coagulation graspers overall (28 vs 23, P < 0.001), fewer uses of coagulation graspers for arterial bleeding (1 vs 2, P < 0.001), fewer uses of coagulation graspers per cm2 (0.17 vs 0.58, P < 0.001), and fewer uses of coagulation graspers per minute (0.011 vs 0.066, P < 0.001). This led to a non-significant trend in increased efficiency with use of the VIO3 (4.6 vs 5.1 min/cm2, P = 0.667). Conclusions The VIO 3 significantly decreased reliance on coagulation graspers, particularly in addressing arterial bleeding. This holds the potential to enhance procedural efficiency, reduce bleeding, and lower costs associated with coagulation graspers usage.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.010
GPT teacher head0.262
Teacher spread0.252 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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