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Record W1994951040 · doi:10.1055/s-2004-837262

Surgical Treatment of Obstetrical Brachial Plexus Paralysis: The Norfolk Experience

2004· article· en· W1994951040 on OpenAlex
Julia K. Terzis, Κωνσταντίνος Παπακωνσταντίνου

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSeminars in Plastic Surgery · 2004
Typearticle
Languageen
FieldMedicine
TopicNerve Injury and Rehabilitation
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineBrachial plexusSurgeryBicepsDenervationDeltoid curveParalysisIntercostal nervesDeltoid muscleBrachial plexus injuryReinnervationAnatomy

Abstract

fetched live from OpenAlex

In this article we present the outcomes of primary nerve reconstruction and results of secondary procedures performed to restore or enhance the function of the upper extremity. Ninety-nine patients were operated between 1978 and 2000; the results are analyzed for 84 patients with adequate follow-up. Seventy-five patients underwent 77 primary brachial plexus reconstructions and 24 patients underwent only secondary procedures. Nerve reconstruction included microneurolysis, direct end-to-end and direct end-to-side neurotizations, indirect neurotizations with interposition nerve grafting, and direct nerve-to-muscle neurotizations. Muscle (n = 135 pedicled and 48 free) and tendon (n = 80) transfers were used to enhance function. The results were analyzed in relation to the type of the injury (Erb's versus global paralysis) and the denervation time. The results of reconstruction showed improvement in all muscles tested at a statistically significant level (p < 0.001). The results were good and excellent for 84.87% of biceps, 73.55% of supraspinatus, 71% of deltoid, and 67.8% of triceps restoration. The Mallet scores and the Gilbert-Raimondi scores improved after reconstruction in all patients at a statistically significant level. The outcomes in general were better if the number of avulsed roots was fewer. The denervation time (DT) affected primarily the outcome of the hand function. Patients with DT less than 3 months underwent less surgeries (1.3 surgeries per patient) to complete the reconstruction than patients with DT between 3 and 6 months (3.1 surgeries per patient).

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.

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)0.001
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 score0.024
Threshold uncertainty score0.355

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0000.000

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 head0.023
GPT teacher head0.296
Teacher spread0.272 · 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