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Record W4254206528 · doi:10.1097/bpo.0000000000001574

Flexible Intramedullary Nailing of Femoral Shaft Fractures in Children Weighing ≥40 kg: A Systematic Review and Meta-analysis

2020· review· en· W4254206528 on OpenAlexaboutno aff
Christopher A. Makarewich, Divya Talwar, Keith D. Baldwin, Ishaan Swarup

Bibliographic record

VenueJournal of Pediatric Orthopaedics · 2020
Typereview
Languageen
FieldMedicine
TopicBone fractures and treatments
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineIntramedullary rodNonunionMalunionMeta-analysisSurgeryRelative riskConfidence intervalRetrospective cohort studyImplantFemurSystematic reviewMEDLINEInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Pediatric femur fractures are commonly treated with flexible intramedullary nails (FIN). However, there is controversy regarding the effect of patient weight on outcomes and complications. The purpose of this meta-analysis was to review the literature and describe implant choice, analyze complication, and reoperation rates; as well as the report clinical and radiographic outcomes of FIN in pediatric patients weighing ≥40 kg with femoral shaft fractures. METHODS: A systematic review was performed of all retrospective and prospective studies focusing on the use of FIN in heavy children in Medline, Cochrane, and Web of Science databases. Data extraction was performed and summarized using descriptive statistics. Quality assessment was performed using the Newcastle-Ottawa Scale. Meta-analysis was performed for complications using pooled data from included studies. RESULTS: The initial search strategy yielded 177 references, and after exclusions, 5 studies were included. The majority of studies were retrospective, and the most commonly used implants in heavier patients were titanium FIN and stainless steel Enders FIN. There were higher rates of radiographic nonunion and malunion, complications, and reoperations for refracture; and nonunion in heavier children treated with FIN. Meta-analysis performed on 4 applicable studies showed the overall complication rate was higher in the heavier patients compared with lighter patients (30.6% vs. 11.1%) with a relative risk of 1.20 [95% confidence interval (CI), 1.02-1.41]. Heavier patients also had higher rates of major complications (relative risk, 1.32; 95% CI, 1.03-1.69) but similar minor complications (relative risk, 1.13; 95% CI, 0.90-1.41). CONCLUSIONS: Heavier children have worse radiographic outcomes and higher complication rates with the use of FIN for femoral shaft fractures. Additional research is needed to determine the effect of FIN material on clinical outcomes in heavier children, and the relationship between weight and other known risk factors for poor outcome in FIN, such as length stability. LEVEL OF EVIDENCE: Level III-systematic review of level-III studies.

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)0.009
metaresearch head score (Gemma)0.020
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.016
Threshold uncertainty score0.047

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.020
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0160.032
Bibliometrics0.0070.008
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.042
GPT teacher head0.355
Teacher spread0.313 · 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 designMeta-analysis
Domainnot available
GenreReview

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

Citations8
Published2020
Admission routes1
Has abstractyes

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