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Record W4311501461 · doi:10.1097/bpo.0000000000002281

Impact of Pediatric Orthopaedic Fellowship Training on Pediatric Supracondylar Humerus Fracture Treatment and Outcomes: A Meta-analysis

2022· review· en· W4311501461 on OpenAlexaboutno aff
Joshua T. Bram, Christopher J. DeFrancesco, Nicolas Pascual‐Leone, Preston W. Gross, Shevaun M. Doyle, Peter D. Fabricant

Bibliographic record

VenueJournal of Pediatric Orthopaedics · 2022
Typereview
Languageen
FieldMedicine
TopicElbow and Forearm Trauma Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHumerusOrthopedic surgeryPhysical therapySurgery

Abstract

fetched live from OpenAlex

BACKGROUND: Supracondylar humerus (SCH) fractures are common pediatric injuries, typically requiring closed reduction and percutaneous pinning or open reduction. These injuries are managed frequently by both pediatric-trained (PTOS) and nonpediatric-trained (NTOS) orthopaedic surgeons. However, some literature suggests that complications for pediatric injuries are lower when managed by PTOS. Therefore, this meta-analysis sought to compile existing literature comparing patients treated by PTOS and NTOS to better understand differences in management and clinical outcomes. METHODS: Using preferred reporting items for systematic reviews and meta-analyses (PRISMA) methodology, a systematic review was conducted for all articles comparing SCH fractures managed by PTOS and NTOS in 4 online databases (PubMed, Embase, CINAHL, Cochrane). Study quality was assessed through the use of the Newcastle-Ottawa Scale. Meta-analyses were then performed for postoperative outcomes using pooled data from the included studies. Statistics were reported as odds ratios and 95% CI. RESULTS: This search strategy yielded 242 unique titles, of which 12 underwent full-text review and 7 met final inclusion. All studies were retrospective and evaluated patients treated in the United States. There were a total of 692 and 769 patients treated by PTOS and NTOS, respectively. PTOS had shorter operative times [mean difference, 13.6 min (CI, -23.9 to -3.4), P=0.01] and less frequently utilized a medial-entry pin [odds ratios, 0.36 (CI, 0.2 to 0.9), P=0.03]. There were no differences in time to treatment, the necessity of open reduction, postoperative Baumann angle, or complications including surgical site infection or iatrogenic nerve injury. CONCLUSIONS: Despite shorter operative times and lower frequency of cross-pinning when treated by PTOS, pediatric SCH fracture outcomes are similar when treated by PTOS and NTOS. These findings demonstrate that these fractures may possibly be treated safely by both PTOS and experienced fellowship-trained academic NTOS who are comfortable managing these injuries in pediatric patients. LEVEL OF EVIDENCE: Level III; Meta-analysis.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Meta-epidemiology (broad), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.402
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0140.029
Bibliometrics0.0070.005
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.003
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 head0.188
GPT teacher head0.400
Teacher spread0.212 · 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; both teacher heads agree on what is shown here.

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

Citations7
Published2022
Admission routes1
Has abstractyes

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