Evidence map›Paper›PMID 42440453›Full record

ArticleData in brief2026

Dataset for self-practice of the peg transfer: Tool and wrist motion, eye gaze, and video measurements for multimodal skill analysis.

Jinwoo Oh, Shiyu Deng, Nathan Lau

Abstract read
In one paragraph

Article in Data in brief, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Jinwoo OhGrado Department of Industrial and Systems Engineering, Virginia Tech, 24060, VA, USA.
Shiyu DengGrado Department of Industrial and Systems Engineering, Virginia Tech, 24060, VA, USA.
Nathan LauGrado Department of Industrial and Systems Engineering, Virginia Tech, 24060, VA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This article describes a multimodal dataset on self-directed practice of the peg transfer task in the Fundamentals of Laparoscopic Surgery (FLS) curriculum. Nineteen university students self-practiced the FLS peg transfer task in multiple one-hour sessions consisting of alternating 10-minute practice blocks and 2-minute rest breaks. Data collection continued until participants met the proficiency criterion-ten non-consecutive trials completed within 48 s without dropping objects-or reached a maximum of six sessions. Across all participants, the dataset contains 85 sessions and 1971 trials. Each trial includes measurements from bilateral wrist inertial measurement units (IMUs), tool-handle IMUs, eye tracking, and trainer-box video that were concurrently recorded using a custom C# data logging software application. Trial-level annotations and performance metrics include task completion time, number of objects dropped, and experimenter comments. The dataset is publicly accessible from an institutional repository.

Indexed as

Fine motor controlHand-eye coordinationHuman factorsLearning curveMinimally invasive surgeryPerformance assessmentTraining

Identifiers

PMID42440453
PMCPMC13333294

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.