Evidence map›Paper›PMID 41639697›Full record

ArticleBMC medical education2026

Non-technical skill performance during remote, international, augmented-reality neonatal resuscitation protocol simulations: a feasibility study.

Marcos Rojas, Romy Yun, Asheen Rama, Jaime Plane, Claudia Arancibia, Pamela Paredes, Antonello Penna, Yiling Zhao, Thomas J Caruso

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

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

9 authors.

Marcos RojasStanford School of Medicine, Stanford University, California, United States. marcosrp@stanford.edu.
Romy YunStanford School of Medicine, Stanford University, California, United States.
Asheen RamaStanford School of Medicine, Stanford University, California, United States.
Jaime PlaneFacultad de Medicina, Universidad de Chile, Santiago, Chile.
Claudia ArancibiaFacultad de Medicina, Universidad de Chile, Santiago, Chile.
Pamela ParedesFacultad de Medicina, Universidad de Chile, Santiago, Chile.
Antonello PennaDepartamento de Anestesiología y Medicina Perioperatoria, Hospital Clínico de la Universidad de Chile, Santiago, Chile.
Yiling ZhaoGraduate School of Education, Stanford University, California, United States.
Thomas J CarusoStanford School of Medicine, Stanford University, California, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundNeonatal resuscitation requires mastery of technical and non-technical skills (NTS). The Neonatal Resuscitation Program (NRP) emphasizes ventilation, along with effective leadership, teamwork, and situational awareness. Simulation-based education is central to NTS training but is resource-intensive with limited access in low- and middle-income countries. Augmented reality (AR) medical simulations offer a scalable, remote solution with fewer logistical barriers.

methodsWe conducted a prospective, single-arm feasibility study evaluating a remote AR medical simulation for assessing NTS during neonatal resuscitation. Instructors based in Northern California (Stanford School of Medicine) remotely facilitated pediatric and anesthesiology residents in Santiago, Chile (University of Chile) as team leaders in an NRP scenario delivered using an AR medical simulator. The primary outcome was NTS performance measured with the Anesthetists' Non-Technical Skills (ANTS) tool. Secondary outcomes included the Behaviorally Anchored Rating Scale (BARS), system usability via the System Usability Scale (SUS), and ergonomics via the ISO 9241 - 400 scale.

resultsThirty-four residents completed all sessions. Participants demonstrated adequate NTS performance, with ANTS scores 2.5-2.9 (scale 1-4) and BARS scores 5.2-5.4 (scale 1-9), similar to those observed in traditional, in-person simulations. SUS responses indicated high usability, and ergonomic results suggested minimal physical or cognitive burden.

conclusionsThis feasibility study shows that participants demonstrated measurable NTS performance during remote, international AR neonatal resuscitation simulations, as assessed using ANTS and BARS.

Indexed as

AnesthesiologyAugmented RealityClinical CompetenceResuscitationSimulation TrainingChileFeasibility StudiesFemaleHumansInfant, NewbornInternship and ResidencyMalePediatricsProspective StudiesAugmented realityMedical educationNeonatal resuscitationNon-technical skillsSimulation

Identifiers

PMID41639697
PMCPMC12973738

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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.