Evidence map›Paper›PMID 42837367›Full record

Observational studyPloS one2026

Predictors of the need for airway adjuncts during mask ventilation in Thai adult patients undergoing general anesthesia: A prospective observational study.

Orarat Karnjanawanichkul, Chanikarn Nuanthong, Ngamjit Pattaravit, Wirat Wasinwong, Sawitree Sricharoenpongchai, Anongluk Samakkee

Abstract readObservational Study
In one paragraph

Observational study in PloS one, 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

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

6 authors.

Orarat KarnjanawanichkulDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.ORCID https://orcid.org/0000-0003-3143-017X
Chanikarn NuanthongDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.
Ngamjit PattaravitDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.
Wirat WasinwongDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.
Sawitree SricharoenpongchaiDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.
Anongluk SamakkeeDepartment of Anesthesiology, Faculty of Medicine, Prince of Songkla University, Songkhla, Thailand.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundMask ventilation is a cornerstone of airway management during general anesthesia, yet the need for airway adjuncts during mask ventilation remains poorly predicted by current preoperative assessments. We aimed to identify independent clinical predictors of this outcome in Thai adults undergoing elective surgery.

methodsThis single-center prospective observational study included 266 adults undergoing elective general anesthesia at a university hospital in Thailand between September 2018 and October 2019. Preoperative airway assessment included Mallampati classification, dentition status, neck circumference, history of snoring or obstructive sleep apnea (OSA), and other standard variables. The primary outcome was the need for airway adjuncts or optimization during mask ventilation, defined as Han grade ≥2. Han grade ≥2 was selected because only 10 grade-3 events occurred, yielding an events-per-variable ratio of 2.5 under the grade ≥3 definition - insufficient for reliable multivariable regression. Independent predictors were identified using multivariable logistic regression with backward stepwise elimination. Discriminative ability was evaluated using receiver operating characteristic (ROC) analysis and area under the curve (AUC) for both neck circumference alone and the complete four-variable model. Bootstrap internal validation (1,000 resamples) was performed by repeating the model-building procedure, including univariable screening and backward stepwise elimination, within each resample.

resultsThe need for airway adjuncts (Han grade ≥2) occurred in 48 patients (18.0%); 38 (14.3%) had Han grade 2 and 10 (3.8%) had Han grade 3. Four variables were independently associated with the need for airway adjuncts in the multivariable logistic regression analysis: snoring or OSA (aOR 5.27, 95% CI 1.94-14.35), absence of ≥2 upper incisors (aOR 2.30, 95% CI 1.08-4.89), neck circumference ≥35 cm (aOR 3.02, 95% CI 1.42-6.44), and Mallampati class III-IV (aOR 2.47, 95% CI 1.22-4.97). The final four-variable model had an apparent AUC of 0.804 (95% CI 0.745-0.862). Bootstrap internal validation with 1,000 resamples, repeating the model-building procedure within each resample, yielded a mean optimism of 0.040 and an optimism-corrected AUC of 0.764 (95% bootstrap interval 0.708-0.820). The Hosmer-Lemeshow goodness-of-fit test showed no evidence of poor model fit (P = 0.077). A simple bedside integer risk score (0-5 points) had an AUC of 0.801. At an exploratory cutoff of ≥3, the sensitivity was 0.85, specificity 0.63, PPV 0.34, and NPV 0.95.

conclusionSnoring or OSA, neck circumference ≥35 cm, Mallampati class III-IV, and absence of ≥2 upper incisors were independently associated with the need for airway adjuncts during mask ventilation in Thai adult patients. All four predictors can be assessed at the bedside without additional equipment, suggesting their integration into routine preoperative airway evaluation. As a single-center derivation study, these findings are hypothesis-generating and require external validation in independent Southeast Asian cohorts before clinical adoption.

Indexed as

Airway ManagementAnesthesia, GeneralRespiration, ArtificialAdultAgedFemaleHumansLaryngeal MasksMaleMiddle AgedProspective StudiesROC CurveSleep Apnea, ObstructiveThailand

Identifiers

PMID42837367
PMCPMC13641351

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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.