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Record W4378745647 · doi:10.1093/jbcr/irad082

Pressure in the Operating Room: A Potential Contributor to Hospital-Acquired Pressure Injuries

2023· article· en· W4378745647 on OpenAlexaff
Thomas Milazzo, H. Löo, Alan D. Rogers, Robert Cartotto

Bibliographic record

VenueJournal of Burn Care & Research · 2023
Typearticle
Languageen
FieldHealth Professions
TopicPressure Ulcer Prevention and Management
Canadian institutionsHealth Sciences CentreUniversity of TorontoSunnybrook Health Science Centre
Fundersnot available
KeywordsMedicineButtocksSupine positionAnesthesiaSurgeryOperating tableBurn centerPoison controlEmergency medicine

Abstract

fetched live from OpenAlex

Burn patients are at risk for hospital-acquired pressure injuries (HAPIs). An unexamined factor that may contribute to HAPI development is the effect of pressure from the operating table during surgery. The purpose of this study was to measure pressure on the buttocks and sacral area during burn surgery under general anesthesia (GA). Prospective study of consecutive adult burn patients admitted to an ABA-verified burn center who required surgery under GA between January 06, 2022 and December 08, 2022. We studied only cases that were supine, including those with both legs down (LD), one leg suspended (1LU), or both legs suspended (2LU). Interface pressures on the buttocks and sacral area were measured using a commercial sensor mat. Thousands of individual pressure measurements were integrated to show average and peak pressures over repetitive 10-minute intervals during the entire operation. Recordings were completed in 41 procedures among 28 patients (48.3 ± 16.9 years, % TBSA burn 19.2 ± 17.1, weight 80.2 ± 19.7 kg, BMI 26.7 ± 6.2). Both average pressure (Pave) and peak pressure (Ppeak) increased significantly with greater number of elevated legs (p < .001). During 2LU periods, Ppeak exceeded 100 mmHg for almost half the operative duration. Pave crept steadily upwards over time and had a positive relationship with weight, regardless of leg elevation. Prolonged moderate to high pressures are exerted on the sacral and buttock areas, especially with one or both legs suspended, during burn surgery. These novel observations suggest that pressure from the operating table could contribute to HAPI development.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.066
GPT teacher head0.477
Teacher spread0.411 · 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 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

Citations0
Published2023
Admission routes1
Has abstractyes

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