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Record W2990822173 · doi:10.1002/lary.28397

Safety and cost of drug‐induced sleep endoscopy outside the operating room

2019· article· en· W2990822173 on OpenAlexaff
Mathieu Bergeron, David R. Lee, Michael A. DeMarcantonio, Ali Kandil, Mohamed Mahmoud, Robert J. Fleck, Stacey L. Ishman

Bibliographic record

VenueThe Laryngoscope · 2019
Typearticle
Languageen
FieldMedicine
TopicObstructive Sleep Apnea Research
Canadian institutionsCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsMedicineObstructive sleep apneaConfidence intervalEndoscopyProspective cohort studyComorbidityApneaSingle CenterSurgeryComplicationAnesthesiaSleep apneaInternal medicine

Abstract

fetched live from OpenAlex

INTRODUCTION: Drug-induced sleep endoscopy (DISE) is used to assess site of obstruction for patients in a pharmacologically induced sleep-like state. It is traditionally performed in the operating room (OR), however, no data exists regarding the feasibility of this intervention outside the OR in children. The objective is to compare the safety of DISE performed in the MRI induction room to those performed in the OR. METHODS: Prospective case-series of patients undergoing DISE in the MRI induction room (study group) to those assessed in the OR (controls) in a single-institution pediatric tertiary care center. Consecutive patients undergoing DISE examination for persistent obstructive sleep apnea (OSA) after adenotonsillectomy from September 2016 to September 2017 were included. RESULTS: Overall, 118 patients (38 study patients, 80 controls) with a mean age of 10.6 years (95% confidence interval [CI], 9.3-11.9) underwent DISE; 39.8% (47/118) were female. The most frequent comorbidity was cardiac disease (22.0%, 26/118). The mean obstructive apnea-hypopnea index was 12.2 events/hour (95% CI, 8.8-15.6) for controls and 13.5 events/hour (95% CI, 8.7-18.3) for study patients (P = .76). No major complication or unplanned admissions occurred in either group. Induction time was similar (12 vs. 13 minutes, P = .7) as was total procedure time (12 vs. 14 minutes, P = .3) for procedures performed in both settings. CONCLUSION: There were no significant complications for DISE performed in the OR or the MRI induction room and procedure times were similar. Further assessment of patient outcomes and resource utilization is needed. LEVEL OF EVIDENCE: 4 Laryngoscope, 130: 2076-2080, 2020.

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)0.001
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.283
Threshold uncertainty score0.543

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.017
GPT teacher head0.294
Teacher spread0.277 · 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

Citations16
Published2019
Admission routes1
Has abstractyes

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