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Record W4416793151 · doi:10.14740/jcs1011

Accuracy of the Set Tidal Volume During Intraoperative Administration of Aerosols Into the Anesthetic Circuit: An <i>In Vitro</i> Evaluation

2025· article· en· W4416793151 on OpenAlexvenueno aff
Ashley M. Fischer, Amber Milem, Joseph Tobias

Bibliographic record

VenueJournal of Current Surgery · 2025
Typearticle
Languageen
FieldMedicine
TopicInhalation and Respiratory Drug Delivery
Canadian institutionsnot available
Fundersnot available
KeywordsAnestheticTidal volumeVentilation (architecture)AerosolizationMechanical ventilationVolume (thermodynamics)Delivery systemRespiratory minute volume

Abstract

fetched live from OpenAlex

Background: Precise control of minute ventilation is essential during the intraoperative anesthetic care of infants and children, as increased tidal volume (Vt) and consequently increased peak inflating pressure (PIP), may lead to volutrauma or barotrauma. During the intraoperative delivery of aerosolized medications such as albuterol, the additional flow required for delivery through nebulizers may alter Vt and secondarily PIP. The current study explores Vt changes during the use of a novel nebulizing device (Aerogen vibrating mesh) for the delivery of an aerosolized medication during mechanical ventilation. Methods: Using a lung analogue model, this in vitro study compared the set Vt on the anesthesia ventilator to the internally measured inspiratory and expiratory Vt on the Avance CS2 anesthesia machine during both pressure-controlled (PC) and volume-controlled (VC) modes while administering aerosols using the Aerogen device. Results: A total of 250 simulated breaths were delivered using the two modes of PC ventilation (PIP 15 and 20 cm H2O) and VC ventilation (Vt of 150 and 300 mL). In both PC and VC modes, there were no clinically significant differences between the set and the inspiratory or expiratory Vt or PIP at baseline when compared to those achieved following the addition of a continuous aerosol using the Aerogen device. Conclusions: The novel technology of the Aerogen vibrating mesh device allows the delivery of continuous aerosolized medications during intraoperative mechanical ventilation using a standard anesthesia circle system. The Aerogen device can be inserted between the Y-piece of the anesthesia circuit and the 15-mm adaptor of the endotracheal to easily allow the delivery of aerosolized medications without changes in mechanical ventilation parameters.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.230

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.046
GPT teacher head0.348
Teacher spread0.302 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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