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Record W4392783938 · doi:10.1097/pec.0000000000003133

Surgical Specialty Consultation for Pediatric Facial Laceration Repair

2024· article· en· W4392783938 on OpenAlexaboutno aff
Andrew F. Miller, Jason A. Levy, Todd W. Lyons

Bibliographic record

VenuePediatric Emergency Care · 2024
Typearticle
Languageen
FieldMedicine
TopicSurgical Sutures and Adhesives
Canadian institutionsnot available
Fundersnot available
KeywordsSpecialtyMedicineDemographicsFamily medicineMedical emergency

Abstract

fetched live from OpenAlex

OBJECTIVE: We sought to describe patterns of and indications for surgical specialty consultation for facial laceration repair in pediatric emergency departments (PEDs). METHODS: We performed a multicenter survey of PED leadership throughout the United States and Canada evaluating the practice patterns of surgical specialty consultation for patients presenting for facial lacerations requiring repair. We measured demographics of PEDs, factors influencing the decision to obtain a surgical specialty consultation, and the presence and components of consultation guidelines. Factors related to consultation were ranked on a Likert scale from 1 to 5 (1 = Not at all important, 5 = Extremely important). We evaluated relationships between reported rates of surgical specialty consultation and PED region, annual PED volume, and reported factors associated with PED consultation. RESULTS: Survey responses were received from 67/124 (54%) queried PEDs. The median self-reported rate of surgical specialty consultation for facial lacerations was 10% and ranged from 1% to 70%, with resident physicians performing the repair 71% of the time a subspecialist was consulted. There was regional variability in specialty consultation, with the highest and lowest rate in the Midwest and Canada, respectively ( P = 0.03). The top 4 influential factors prompting consultation with the highest percentage of responses of "Extremely Important" or "Very Important" were: discretion of the physician caring for the patient (95%), parental preference (39%), limited PED resources (32%), and patient requires sedation (32%). Surgical specialty consult guidelines were used in only 6% of PEDs with consensus that depth necessitating more than 2-layer repair or involvement of critical structures should prompt consultation. CONCLUSIONS: Surgical specialty usage in the management of patients who present with facial lacerations to PEDs has significant variation related to patient, provider, and department-level factors that influence the decision to consult. Lack of consult guidelines represent a potential opportunity to standardize care delivery to this common presentation.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.521
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.017
GPT teacher head0.315
Teacher spread0.298 · 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
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

Citations2
Published2024
Admission routes1
Has abstractyes

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