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Record W2133838709 · doi:10.1002/lary.24836

Polysomnography: Assessment of decannulation readiness in chronic upper airway obstruction

2014· article· en· W2133838709 on OpenAlexaff
Nikolaus E. Wolter, Jennifer Anderson

Bibliographic record

VenueThe Laryngoscope · 2014
Typearticle
Languageen
FieldMedicine
TopicTracheal and airway disorders
Canadian institutionsSt. Michael's HospitalUniversity of Toronto
Fundersnot available
KeywordsMedicineTracheotomyPolysomnographyAirway obstructionObstructive sleep apneaAirwayLaryngoscopyAnesthesiaContinuous positive airway pressureSleep apneaSurgeryIntubationApnea

Abstract

fetched live from OpenAlex

OBJECTIVES/HYPOTHESIS: To evaluate the clinical value of polysomnography in patients with a tracheotomy due to chronic upper airway obstruction prior to attempting decannulation. STUDY DESIGN: Retrospective chart review. METHODS: Subjects with chronic upper airway obstruction were identified using a clinical database between 2000 and 2014. All subjects had a tracheotomy, were assessed by the senior author in a tertiary care academic center, and underwent polysomnography prior to attempting decannulation. Patients were excluded if they did not undergo polysomnography or had severe obstructive sleep apnea as the primary indication for tracheotomy. RESULTS: Fifteen patients were identified. The majority (87.5%) of patients were successfully decannulated after their first polysomnography showed acceptable results when carried out with the tracheotomy occluded. Obstructive sleep apnea was identified in four of the nine patients who tolerated overnight tracheotomy occlusion, and continuous positive airway pressure (CPAP) was initiated. An additional four of the remaining six patients were decannulated after subsequent polysomnography demonstrated improvement with CPAP, and two required an additional airway procedure. CONCLUSIONS: Chronic upper airway obstruction requiring tracheotomy can be challenging to treat and successfully decannulate. Indirect laryngoscopy is essential to evaluate the anatomy of the larynx; however, it cannot assess potential increased obstruction during sleep. The study indicates that polysomnography can assist with the evaluation of decannulation readiness in patients with chronic upper airway obstruction as an adjunct measure in addition to imaging and laryngoscopy. LEVEL OF EVIDENCE: 4.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.127
Threshold uncertainty score0.264

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.010
GPT teacher head0.288
Teacher spread0.279 · 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 designObservational
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

Citations3
Published2014
Admission routes1
Has abstractyes

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