Evidence map›Paper›PMID 41159714›Full record

ArticleThe Laryngoscope2026

Metrics of Proficiency in a 3D-Printed Spatially-Calibrated Flexible Nasolaryngoscopy Trainer.

Anna Christina Clements, Felix E Fernández-Penny, Michael Bindschadler, Huy Le, Tanya K Meyer, Seth D Friedman, Maya G Sardesai

Abstract read
In one paragraph

Article in The Laryngoscope, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Anna Christina ClementsDepartment of Otolaryngology - Head & Neck Surgery, University of Washington, Seattle, Washington, USA.ORCID 0000-0002-6869-3339
Felix E Fernández-PennyPritzker School of Medicine, University of Chicago, Chicago, Illinois, USA.ORCID 0000-0003-1577-8141
Michael BindschadlerCenter for Respiratory Biology and Therapeutics, Seattle Children's Hospital, Seattle, Washington, USA.
Huy LeCenter for Respiratory Biology and Therapeutics, Seattle Children's Hospital, Seattle, Washington, USA.
Tanya K MeyerDepartment of Otolaryngology - Head & Neck Surgery, University of Washington, Seattle, Washington, USA.ORCID 0000-0002-1112-2674
Seth D FriedmanCenter for Respiratory Biology and Therapeutics, Seattle Children's Hospital, Seattle, Washington, USA.
Maya G SardesaiDepartment of Otolaryngology - Head & Neck Surgery, University of Washington, Seattle, Washington, USA.ORCID 0000-0001-9670-4931

Funding

Clinician-Scientist Research Education and Training in OtolaryngologyR25DC021791 · NIDCD · UNIVERSITY OF WASHINGTON · PI Jay T. Rubinstein, Jennifer S. Stone · 2024 to 2026
$1.6M
NIDCD NIH HHS R25 DC021791
6 · The paper itself

Abstract

OBJECTIVE(S): Flexible nasolaryngoscopy (FNL) is a fundamental skill in otolaryngology. It is typically learned in clinical settings, with impacts on patient comfort and safety. Objective assessment, specific feedback, and a better understanding of learner trajectory in a simulation setting could improve the efficiency of FNL training and ultimately improve the patient experience. This study sought to employ a novel FNL model with trajectory tracking to identify metrics and critical steps that distinguish less and more experienced trainees and identify indicators of proficiency.

methodsFNL trainees in an otolaryngology simulation course performed three FNL trials on a novel CT-based 3D-printed FNL model with embedded location and trajectory tracking. Participants were stratified by prior experience. Outcomes included procedure time, number of pauses or backtracks, and undesirable contact time with critical anatomic regions.

resultsA total of 29 trainees, ranging from medical students to fourth year residents, participated in this study. More experienced trainees demonstrated shorter procedure time, fewer pauses and backtracks, and less time in contact with the posterior nasopharynx (p < 0.05). There was a statistically significant difference between participant groups who had performed 1-5 and > 15 prior FNL.

conclusionsProcedure time, pauses, backtracks, and contact with critical structures represent objective, measurable metrics of proficiency in FNL simulation training. Post hoc analyses suggest the threshold for procedural proficiency occurs with intermediate prior experience, overlapping with prior literature reports from video-rating of proficiency. Future study could examine how metrics change with FNL practice to optimize targeted feedback that improves efficiency and ultimately reduces patient risk and discomfort. LEVEL OF EVIDENCE: N/A.

Indexed as

Clinical CompetenceLaryngoscopyOtolaryngologyPrinting, Three-DimensionalSimulation TrainingFemaleHumansInternship and ResidencyMalefeedbackflexible nasolaryngoscopymetrics of proficiencyresident educationsimulation training

Identifiers

PMID41159714
PMCPMC13322681

What OpenQuestion holds

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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.