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Staging growing rod insertion results in increased postoperative complications than the equivalent unstaged procedure

2025· article· en· W4411795632 on OpenAlexaffabout
Jennifer A. Dermott, Karim Aboelmagd, Alison Anthony, Dorothy Kim, Mark Camp, David E. Lebel

Bibliographic record

VenueBone & Joint Open · 2025
Typearticle
Languageen
FieldMedicine
TopicScoliosis diagnosis and treatment
Canadian institutionsUniversity of TorontoHospital for Sick Children
Fundersnot available
KeywordsMedicineSurgeryKyphosisComplicationRadiological weaponCobb angleRetrospective cohort studyCohortScoliosisRadiographyInternal medicine

Abstract

fetched live from OpenAlex

Aims: Anchor-related complications are the leading cause for unplanned surgery in early-onset scoliosis (EOS). One strategy to reduce unplanned surgery is staging implant insertion. This study compares the outcomes of staged versus unstaged growing rod (GR) insertion, focusing on complication rates. Methods: This retrospective cohort study examined 48 EOS patients who received GR surgery at a single institution (Hospital for Sick Children, Toronto, Canada) between January 2006 and July 2023. Patients were grouped according to staged and unstaged GR insertion. Radiological measurements were obtained preoperatively, post-insertion, and one-year follow-up to determine radiological change between and within each group. Complications were recorded until posterior spinal fusion (PSF) or most recent follow-up if no PSF was performed, and compared between groups. Results: Overall, 24 patients received staged and 24 patients received unstaged dual GR insertion. The mean follow-up time for patients was 53.1 months (SD 33.1). Patients who underwent unstaged insertion had greater Cobb angle correction (46.6% (SD 15.9%) vs 31.5% (SD 13.3%), p < 0.001). There were no significant differences in kyphosis correction (p = 0.118) or thoracic height growth (p = 0.348) between groups. Staged patients experienced a higher complication rate compared to unstaged patients within the first year following insertion (38% vs 12%). Differences in proximal junctional kyphosis (PJK) development between staged (17%) and unstaged (29%) patients were not significant (p = 0.303). The mean insertion-associated length of stay was longer in staged patients (10.7 days (SD 4.2)) compared to unstaged patients (5.8 days (SD 4.0), p < 0.001). Conclusion: Staged and unstaged GR insertion results in acceptable coronal correction and comparable radiological parameters. However, staged insertion may not be superior to unstaged insertion given the increased length of stay and rate of complications associated with the procedure.

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)0.000
metaresearch head score (Gemma)0.002
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 score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.062
GPT teacher head0.348
Teacher spread0.286 · 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".

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Citations0
Published2025
Admission routes2
Has abstractyes

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