Evidence map›Paper›PMID 41970940›Full record

ArticleIEEE journal of translational engineering in health and medicine2026

Innovative Pediatric Simulator for Difficult Airway Management Training.

Marta Mencarelli, Luca Puggelli, Roberto Baggi, Stefano Avenali, Francesca Amoretti, Monica Carfagni, Yary Volpe, Paola Serio

Abstract read
In one paragraph

Article in IEEE journal of translational engineering in health and medicine, 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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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

8 authors.

Marta MencarelliPediatric Neuro-Oncology UnitMeyer Children's University Hospital, IRCCS Florence 50139 Italy.ORCID 0000-0002-5307-464X
Luca PuggelliDepartment of Industrial EngineeringUniversity of Florence Florence 50139 Italy.ORCID 0000-0002-5352-9624
Roberto BaggiRespiratory Endoscopy UnitMeyer Children's University Hospital, IRCCS Florence 50139 Italy.
Stefano AvenaliRespiratory Endoscopy UnitMeyer Children's University Hospital, IRCCS Florence 50139 Italy.
Francesca AmorettiRadiodiagnostic UnitMeyer Children's University Hospital, IRCCS Florence 50139 Italy.ORCID 0009-0009-9404-4875
Monica CarfagniDepartment of Industrial EngineeringUniversity of Florence Florence 50139 Italy.ORCID 0000-0002-3393-7014
Yary VolpeDepartment of Industrial EngineeringUniversity of Florence Florence 50139 Italy.ORCID 0000-0002-5668-1912
Paola SerioNeuro-Anesthesiology UnitMeyer Children's University Hospital, IRCCS Florence 50139 Italy.ORCID 0009-0001-1975-7834

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivePediatric airway management presents unique challenges, particularly in patients with congenital conditions that increase the risk of difficult intubation. Simulation offers a safe environment for clinicians to practice, yet current pediatric mannequins often lack pathological realism. This study aims to develop and validate a high-fidelity, patient-specific pediatric airway mannequin simulating difficult intubation associated with Crouzon syndrome. Technology or Method: A modular training mannequin was developed through CT-based modeling and additive manufacturing at the T3Ddy Laboratory, a collaboration between AOU Meyer Children's Hospital-IRCCS and the University of Florence. Anatomical structures were segmented from CT and MRI scans of a 19-month-old patient with Crouzon syndrome. These 3-D models guided the design of a realistic airway, including nasal and oral access, a flexible tongue, and a movable jaw. Rigid parts were 3-D-printed; soft tissues were cast in silicones of varying hardness. Design choices were validated through iterative testing and refinement.

resultsThe simulator was evaluated during a pediatric bronchoscopy training course. Physicians assessed realism, tactile feedback, and usability via a Likert-scale questionnaire. Results indicated strong agreement on the mannequin's effectiveness in replicating challenging intubation scenarios, particularly those requiring fiberoptic-guided techniques.

conclusionThis modular, patient-specific pediatric airway simulator provides a realistic, high-fidelity platform for training clinicians in difficult intubation techniques. Its anatomically accurate design enhances procedural confidence and skill acquisition, particularly for managing complex cases like those associated with Crouzon syndrome.

Indexed as

Airway ManagementManikinsPediatricsHumansInfantIntubation, IntratrachealModels, AnatomicPrinting, Three-DimensionalTomography, X-Ray Computed3-D printingadditive manufacturingCrouzon syndrome simulatorpathological airwaypediatric simulation

Identifiers

PMID41970940
PMCPMC13068112

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LicenceCC BY-NC-ND
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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.