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Record W4220961718 · doi:10.21203/rs.3.rs-1434332/v1

BREATHS: A Novel Endotracheal Tube Design to Decrease the Incidence of Tracheal Lesions

2022· preprint· en· W4220961718 on OpenAlexafffund
Madeline Monahan Crowley, Saud Lingawi, Omar Tariq, Daniel Goubran, Sunny Johal, Andrew Smith, Roger Tam

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicTracheal and airway disorders
Canadian institutionsFraser HealthUniversity of British ColumbiaVancouver Coastal Health
FundersUniversity of British Columbia
KeywordsEndotracheal tubeMedicineTube (container)Incidence (geometry)AnesthesiaEngineeringIntubationPhysicsMechanical engineeringOptics

Abstract

fetched live from OpenAlex

Abstract Background Prolonged intubation is associated with the development of tracheal stenosis due to cuff pressures causing endothelial ischemia, potentially leading to tracheal stenosis at the cuff site. This may result in airway obstructions requiring surgical intervention. Objective to develop a modification to endotracheal tube cuffs to put less pressure against the tracheal walls to decrease the risk of developing post-ventilation tracheal stenosis. Methods A modified endotracheal tube cuff was designed using a double balloon cuff design, with an outer fixed cuff and an inner cuff that expands and deflates with the respiratory cycle. The design allows for the cuff pressure applied to the trachea to be maximal during inspiration and minimal during expiration, coinciding with pressures required to maintain an air seal. Results During inspiration, the pressure on the tracheal wall is equal to that of a standard endotracheal tube. During expiration, the pressure applied on the tracheal walls is less than that of a standard endotracheal tube. The minimal pressure throughout the cycle decreased to baseline throughout the respiratory cycle due to minimal cuff inflation by the end of expiration, as most air is removed. Conclusions The modified cuff demonstrates an overall decreased pressure applied to the trachea, with potential to enable microvascular perfusion, improve blood flow, and decrease risk of tracheal lesions and stenosis. Further testing with more ventilatory conditions, endotracheal tube, tracheal, and lung analog sizes, and in-vivo testing efforts are required to ascertain if this innovation’s clinical benefit.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.149
GPT teacher head0.427
Teacher spread0.278 · 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 source (direct Gemma or distilled Codex), 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
Published2022
Admission routes2
Has abstractyes

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