Evidence map›Paper›PMID 42478033›Full record

ArticleJMIR human factors2026

Dynamic Augmented Reality Cues for Telementoring in Laparoscopic Surgery: Usability Study.

Jhasketan Padhan, Hawa Hamza, Dehlela Shabir, Julien Abinahed, Panagiotis Tsiamyrtzis, Zhigang Deng, Nikhil V Navkar

Abstract read
In one paragraph

Article in JMIR human factors, 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
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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

7 authors.

Jhasketan PadhanItqan Clinical Simulation and Innovation Center, Hamad Medical Corporation, PO Box 3050, Doha, Qatar.ORCID 0000-0003-1101-323X
Hawa HamzaItqan Clinical Simulation and Innovation Center, Hamad Medical Corporation, PO Box 3050, Doha, Qatar.ORCID 0000-0002-7144-9847
Dehlela ShabirItqan Clinical Simulation and Innovation Center, Hamad Medical Corporation, PO Box 3050, Doha, Qatar.ORCID 0000-0003-2370-1347
Julien AbinahedItqan Clinical Simulation and Innovation Center, Hamad Medical Corporation, PO Box 3050, Doha, Qatar.ORCID 0000-0002-6386-4813
Panagiotis TsiamyrtzisDepartment of Mechanical Engineering, Politecnico di Milano, Milan, Italy.ORCID 0000-0002-3180-4090
Zhigang DengDepartment of Computer Science, University of Houston, Houston, TX, United States.ORCID 0000-0003-2571-5865
Nikhil V NavkarArtificial Intelligence Research and Innovation Hub, Hamad Medical Corporation, PO Box 3050, Doha, 3050, Qatar, 974 77606674.ORCID 0000-0003-1853-1910

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Surgical telementoring enables a remote expert surgeon (mentor) to guide an operating surgeon (mentee) during surgery and facilitates the transfer of surgical skills. However, commonly used audio and static visual cues are inadequate to demonstrate complex tool-tissue interactions. To overcome this limitation, dynamic augmented reality (AR)-based visual cues are overlayed on the operative field to demonstrate precise instrument movements. Objective: The objective of this work was to evaluate dynamic AR cues and identify the most suitable cue that effectively demonstrates the required motions of surgical instruments during laparoscopy. Methods: A user study was conducted in a simulated environment among mentor-mentee pairs using 3 dynamic AR cues (hand gestures, a 3D pointer, and a virtual tool). The task assessed how closely the mentee was able to follow the mentor. The outcomes measured were (1) dynamic time warping distance, representing the closeness of the paths followed; (2) angular error in tooltip orientation; and (3) the NASA Task Load Index, assessing cognitive workload during telementoring. Results: Telementoring using the virtual tool resulted in a reduced dynamic time warping distance compared with hand gestures (P<.01 for 12/13, 92.3% of the trials) and the 3D pointer (P<.05 for 11/13, 84.6% of the trials). Lower orientation error was also noted while using the virtual tool as compared with hand gestures (P<.05 for 5 of 6 poses). There were no substantial differences in the NASA Task Load Index scores. Conclusions: Use of a virtual tool (as a dynamic AR cue) enabled the mentee to follow the mentor's instructions with fewer errors than both hand gestures and a 3D pointer without increasing cognitive workload. Further research is needed to assess the clinical effectiveness of the virtual tool during live surgery.

Indexed as

Augmented RealityCuesLaparoscopyMentoringMentorsHumansUser-Computer Interfaceaugmented realitydynamic visual cueslaparoscopyminimally invasive surgical proceduretelementoring

Identifiers

PMID42478033
PMCPMC13385216

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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.