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Record W3159507781 · doi:10.1177/01945998211011066

Procedural Sedation in Minor Procedure Rooms for Pediatric Myringotomy and Tympanostomy: A Quality Improvement Initiative

2021· article· en· W3159507781 on OpenAlexaff
Catherine F. Roy, Sena Turkdogan, Lily H. P. Nguyen, Jeffrey C. Yeung

Bibliographic record

VenueOtolaryngology · 2021
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Sedative Agents
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsMedicineSedationTympanostomy tubePacuPatient safetySurgeryKetamineAnesthesiaHealth care

Abstract

fetched live from OpenAlex

OBJECTIVE: Lengthy wait times for elective surgery is a widespread health care system conundrum that may increase patient distress and jeopardize health outcomes. The primary aim of this quality improvement project was to reduce the surgical wait time in patients undergoing tympanostomy tube insertion. METHODS: As of January 2018, our tertiary care institution implemented a novel protocol whereby healthy children may undergo tympanostomy tube insertion in a minor procedure room under ketamine sedation administered by pediatric emergency physicians to address lack of both physical and anesthesia staffing resources. A retrospective study of all children undergoing elective tympanostomy tube insertion was conducted between September 1, 2017, and May 8, 2019, to assess wait time to surgery, as well as anesthesia-related and surgical complications. RESULTS: < .001) at 16 months postimplementation. This new protocol was found to be safe and effective for healthy children, with no major surgical or anesthesia-related complications noted in 113 patients having undergone the procedure in the novel setting. DISCUSSION: Although conscious sedation by emergency physicians has been well studied across a variety of surgical procedures, its novel use in pediatric tympanostomy tube insertion requires careful patient selection to enhance accessibility while maintaining anesthetic safety. IMPLICATIONS FOR PRACTICE: This quality improvement project describes a novel combination of processes, using a minor procedure room space and ketamine-based procedural sedation to address surgical wait times in pediatric patients undergoing tympanostomy tube insertion.

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)0.001
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 score0.004
Threshold uncertainty score0.568

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.033
GPT teacher head0.317
Teacher spread0.284 · 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
Published2021
Admission routes1
Has abstractyes

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