Evidence map›Paper›PMID 41141693›Full record

ArticleFrontiers in surgery2025

Early learning curve changes in objective performance indicators during robotic cholecystectomy.

Derrick Liu, Mallory Shields, Catherine Stricklin, Casey Troxler, Anthony Jarc, Richard Feinn, Leland Soto

Abstract read
In one paragraph

Article in Frontiers in surgery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
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.

Derrick LiuFrank H Netter MD School of Medicine, Quinnipiac University, North Haven, CT, United States.
Mallory ShieldsIntuitive Surgical Inc, Sunnyvale, CA, United States.
Catherine StricklinIntuitive Surgical Inc, Sunnyvale, CA, United States.
Casey TroxlerIntuitive Surgical Inc, Sunnyvale, CA, United States.
Anthony JarcIntuitive Surgical Inc, Sunnyvale, CA, United States.
Richard FeinnFrank H Netter MD School of Medicine, Quinnipiac University, North Haven, CT, United States.
Leland SotoFrank H Netter MD School of Medicine, Quinnipiac University, North Haven, CT, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Learning curves for experienced laparoscopic surgeons transitioning to the robotic platform are still unknown. With the new availability of objective performance indicators (OPIs), which provide information on surgical behavior, we identified when a surgeon becomes proficient in transitioning from laparoscopic to robotic technique. As more operations were performed, the time all four robotic arms moved decreased for cystic duct ligation/division (

Indexed as

learning curveligation/division of the cystic ductobjective performance indicatorsrobotic cholecystectomytransition from laparoscopic to robotic cholecystectomy

Identifiers

PMID41141693
PMCPMC12550773

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.