MétaCan
Menu
Back to cohort
Record W3023376240 · doi:10.1056/nejmc2012960

More on Barrier Enclosure during Endotracheal Intubation

2020· letter· en· W3023376240 on OpenAlexaff

Bibliographic record

VenueNew England Journal of Medicine · 2020
Typeletter
Languageen
FieldMedicine
TopicInfection Control and Ventilation
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsMedicineEnclosureEndotracheal intubationIntubationEndotracheal tubeAnesthesiaIntensive care medicine

Abstract

fetched live from OpenAlex

More on Barrier Enclosure during Endotracheal IntubationTo the Editor: We think the barrier enclosure described in the letter by Canelli and coworkers (published online in the Journal on April 3) 1 decreases rather than increases safety, especially under emergency conditions.The authors briefly mention that their "aerosol box" restricts hand movement.This restriction is true both for the person performing intubation and for assistants, and it must not be understated.Also, heavy and bulky plexiglass is difficult to carry and position or reposition in emergency situations.These operator conditions are especially worrisome for patients with rapid desaturation, those who are difficult to intubate, or both, since they frequently require quick, additional manipulations and rescue mask ventilation between intubation attempts.The aerosol box also introduces another contaminated device that must be properly handled during use and disinfected between uses to prevent cross-contamination.The box probably redirects droplets and aerosols toward the foot of the bed, and all staff in the room are still exposed to them; thus, the authors' model is inaccurate.We think this technique is unvalidated, does not reduce risk, and probably has unintended safety consequences.

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 categoriesResearch integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.595
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
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 head0.019
GPT teacher head0.273
Teacher spread0.255 · 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.

Study designNot applicable
Domainnot available
GenreCommentary

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

Citations41
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueNew England Journal of MedicineSame topicInfection Control and VentilationFrench-language works237,207