MétaCan
Menu
← Back to cohort
Record W2762692755 · doi:10.1093/pch/19.6.e35-22

22: Ultrasound-Guided Reductions of Distal Forearm Fractures in Children

2014· article· en· W2762692755 on OpenAlexaff
S Dubrovsky, Anna Kempinska, Ilana Bank

Bibliographic record

VenuePaediatrics & Child Health · 2014
Typearticle
Languageen
FieldMedicine
TopicOrthopedic Surgery and Rehabilitation
Canadian institutionsMcGill UniversityMontreal Children's Hospital
Fundersnot available
KeywordsMedicineFluoroscopyForearmReduction (mathematics)UltrasoundUlnaRadiologyEmergency departmentObservational studySurgeryInternal medicine

Abstract

fetched live from OpenAlex

Reduction of forearm fractures in children is frequently performed with the aid of fluoroscopy. Point-of-care ultrasound has emerged as a tool clinicians can use to diagnose and treat fractures; advantages include no radiation, real-time high quality images, availability in most emergency departments and no need for specialized personnel. The objective of this study is to determine how ultrasound compares to fluoroscopy in assessing the adequacy of reduction of single-bone distal forearm fractures in pediatrics. We completed a prospective observational study in a tertiary-care pediatric emergency department. Eligible patients were <18 years of age with acute (<72 h) single-bone fractures of the mid or distal forearm that required reduction. Exclusion criteria included fractures with displacement of the radius and ulna, intra-articular fractures, open fractures or any neurovascular compromise. A one-hour simulation-based session was given to novice-ultrasound emergency physicians who then performed the reduction under ultrasound guidance (high frequency linear probe) until they felt they had the best possible reduction and saved images in at least two-planes. Based on the saved images, the physician recorded whether the reduction was adequate or if further reduction was necessary. Fluoroscopy was then performed and the physician assessed the fluoroscopic images to decide whether the fracture had been adequately reduced; management continued based on the fluoroscopic images. Results were defined dichotomously as “adequately” or “inadequately” reduced for all images. To date, 96 patients were enrolled. The mean age was 10.8±3.3 years and 74.2% were male. The radius was fractured in 99% of cases: distal radius 88.7% of which 26.8% involved the growth plate. Physicians performed a mean number of six (range one to 29) reductions with the aid of ultrasound and ranked its ease of use at a mean of 1.9±0.9 on a 5-point Likert scale (1 extremely easy, 5 extremely difficult); 77.3% reported that ultrasound helped with the reductions. Ultrasound revealed 83 adequate, 11 inadequate, two false negative (ie, ultrasound inadequate but fluoroscopy adequate) and no false positives yielding a sensitivity and specificity (95% CI) of 97.6% (94.4 to 100.9) and 100% for adequacy of reduction, respectively. The overall diagnostic accuracy was of 97.9%; only one of 16 physician had discordant fluoroscopy and ultrasound interpretations that occurred during their first 2/5 cases. Point-of-care ultrasound can be used reliably by most physicians to guide and determine adequacy of fracture reductions of distal radius fractures in children. Optimal training strategies need to be determined in order to ensure accurate interpretations.

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)0.001
metaresearch head score (Gemma)0.003
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
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.009
GPT teacher head0.290
Teacher spread0.281 · 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
Published2014
Admission routes1
Has abstractyes

Explore more

Same venuePaediatrics & Child Health→Same topicOrthopedic Surgery and Rehabilitation→French-language works237,207→