Noninvasive prescreening of pediatric adenoid hypertrophy using quantified MFCC statistics and clinical features: development and external validation

A patient-level model with a locked decision threshold showed preservation of discrimination in a small external cohort, supporting a practical pathway for noninvasive, low-overhead AH triage prior to nasoendoscopy. Prospective multicenter studies are warranted.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2026-02-05
DOI
https://doi.org/10.3389/fbioe.2026.1740863
Primary Topic
Obstructive Sleep Apnea Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Noninvasive prescreening of pediatric adenoid hypertrophy using quantified MFCC statistics and clinical features: development and external validation

Yirun Jiang, JinRang Li, Jun Tai, Zhan Wang et al.
Frontiers in Bioengineering and Biotechnology
Obstructive Sleep Apnea Research
article

Noninvasive prescreening of pediatric adenoid hypertrophy using quantified MFCC statistics and clinical features: development and external validation

Yirun Jiang, JinRang Li, Jun Tai, Zhan Wang, Lili Peng, Shizhen Zou, Wen Hu, Xiaoyu Wang, Siyuan Hou
article en

Abstract

A patient-level model with a locked decision threshold showed preservation of discrimination in a small external cohort, supporting a practical pathway for noninvasive, low-overhead AH triage prior to nasoendoscopy. Prospective multicenter studies are warranted.

Frontiers in Bioengineering and BiotechnologyVol. 14
Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Peking Union Medical College Hospital (CN), Chinese PLA General Hospital (CN), Capital Institute of Pediatrics (CN), Capital Health (US)
Beijing Municipal Health Commission
Peace, Justice and strong institutions
Openalex Percentile: Top 63%
Obstructive Sleep Apnea Research
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Noninvasive prescreening of pediatric adenoid hypertrophy using quantified MFCC statistics and clinical features: development and external validation — Yirun Jiang, JinRang Li, et al. · Frontiers in Bioengineering and Biotechnology (2026) | TGRS Research Map | TGRS