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Record W2028187886 · doi:10.2106/jbjs.l.00545

Delayed Wound Closure Increases Deep-Infection Rate Associated with Lower-Grade Open Fractures

2014· article· en· W2028187886 on OpenAlexaff
Richard Jenkinson, Alexander Kiss, Samuel Johnson, David Stephen, Hans J. Kreder

Bibliographic record

VenueJournal of Bone and Joint Surgery · 2014
Typearticle
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsSunnybrook Health Science Centre
Fundersnot available
KeywordsMedicineSurgeryConfidence intervalMcNemar's testOpen fractureDebridement (dental)Propensity score matchingOrthopedic surgeryInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Primary closure of skin wounds after debridement of open fractures is controversial. The purpose of the present study was to determine whether primary skin closure for grade-IIIA or lower-grade open extremity fractures is associated with a lower deep-infection rate. METHODS: We identified 349 Gustilo-Anderson grade-I, II, or IIIA fractures treated at our level-I academic trauma center from 2003 to 2007. Eighty-seven injuries were treated with delayed primary closure, and 262 were treated with immediate closure after surgical debridement. After application of a propensity score-matching algorithm to balance prognostic factors, 146 open fractures (seventy-three matched pairs) were analyzed. RESULTS: After application of a propensity score-matching algorithm with adjustment for age, sex, time to debridement, American Society of Anesthesiologists (ASA) class, fracture grade, evidence of gross contamination, and a tibial fracture rather than a fracture at another anatomic site, the two treatment groups were compared with respect to the prevalence of infection. Deep infection developed at the sites of three of the seventy-three fractures treated with immediate closure (infection rate, 4.1%; 95% confidence interval [CI], 0.86 to 11.5) compared with thirteen in the matched group of seventy-three fractures treated with delayed primary closure (infection rate, 17.8%; 95% CI, 9.8 to 28.5) (McNemar test, p = 0.0001). CONCLUSIONS: Immediate closure of carefully selected wounds by experienced surgeons treating grade-I, II, and IIIA open fractures is safe and is associated with a lower infection rate compared with delayed primary closure.

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)0.001
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 score0.024
Threshold uncertainty score0.479

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.000
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 head0.020
GPT teacher head0.269
Teacher spread0.249 · 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

Citations97
Published2014
Admission routes1
Has abstractyes

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