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Record W2981645730 · doi:10.1097/bot.0000000000001434

Delay in Flap Coverage Past 7 Days Increases Complications for Open Tibia Fractures: A Cohort Study of 140 North American Trauma Centers

2019· article· en· W2981645730 on OpenAlexaffabout
Daniel Pincus, James P. Byrne, Avery B. Nathens, Anna N. Miller, Philip R. Wolinsky, David Wasserstein, Bheeshma Ravi, Richard Jenkinson

Bibliographic record

VenueJournal of Orthopaedic Trauma · 2019
Typearticle
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsHealth Sciences CentreSunnybrook Health Science CentreInstitute for Clinical Evaluative SciencesUniversity of Toronto
Fundersnot available
KeywordsMedicineTibiaCohortSurgeryOpen fractureCohort studyTrauma centerRetrospective cohort studyOrthopedic surgeryInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVES: To measure time to flap coverage after open tibia fractures and assess whether delays are associated with inpatient complications. DESIGN: Retrospective cohort study. SETTING: One forty level I and II trauma centers in Canada and the United States. PATIENTS/PARTICIPANTS: Adult patients (≥16 years) undergoing surgery for (1) an open tibia (including ankle) fracture and (2) a soft-tissue flap during their index admission between January 1, 2012, and December 31, 2015, were eligible for inclusion. EXPOSURE: Time from hospital arrival to definitive flap coverage (in days). MAIN OUTCOME MEASUREMENTS: The primary outcome was a composite of the following complications occurring during the index admission: (1) deep infection, (2) osteomyelitis, and/or (3) amputation. The primary analysis compared complications between early and delayed coverage groups (≤7 and >7 days, respectively) after matching on propensity scores. We also used logistic regression with time to flap coverage as a continuous variable to examine the impact of the duration of delay on complications. RESULTS: There were 672 patients at 140 centers included. Of these, 412 (61.3%) had delayed coverage (>7 days). Delayed coverage was associated with a significant increase in complications during the index admission after matching (16.7% vs. 6.2%, P < 0.001, number needed to harm = 10). Each additional week of delay was associated with an approximate 40% increased adjusted risk of complications (adjusted odds ratio 1.44, 95% confidence interval 1.13-1.82, for each week coverage was delayed, P = 0.003). CONCLUSION: This is the first multicenter study of flap coverage for tibia fractures in North America. Complications rose significantly when flap coverage was delayed beyond 7 days, consistent with current guideline recommendations. Because the majority of patients did not have coverage within this timeframe, initiatives are required to improve care for patients with these injuries. LEVEL OF EVIDENCE: Prognostic Level II. See Instructions for Authors for a complete description of levels of evidence.

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)0.000
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 score0.026
Threshold uncertainty score0.777

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.019
GPT teacher head0.312
Teacher spread0.293 · 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

Citations64
Published2019
Admission routes2
Has abstractyes

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