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Record W4410996486 · doi:10.1177/22104917251346810

Single-door vs double-door laminoplasty: Retrospective study of clinical and radiological outcome

2025· article· en· W4410996486 on OpenAlexaff
Yuen Ting Leung, Ho Lam Chai, Yuk Chuen Siu, Chia-Chi Lo, Mison Chun

Bibliographic record

VenueJournal of Orthopaedics Trauma and Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicCervical and Thoracic Myelopathy
Canadian institutionsGovernment of Northwest Territories
Fundersnot available
KeywordsMedicineLaminoplastyRadiological weaponRetrospective cohort studyOutcome (game theory)SurgeryLaminectomyPsychiatrySpinal cord

Abstract

fetched live from OpenAlex

Laminoplasty is a common surgical procedure in our daily practice as a way for posterior decompression by expanding the spinal canal, for example in patients with cervical myelopathy. There are primarily two mainstays of laminoplasty, that is, single-door (open-door) and double-door (French-door) laminoplasty. Single-door laminoplasty was initially developed by Hirabayashi in which an asymmetrical canal opening was created on one side and hinged on the other. In contrast, the double-door technique was first described by Kurokawa, in which a symmetrical canal opening was created in the midline with hydroxyapatite block spacers in between the opened laminae hinging on two sides. Both techniques have been performed in our center and are options to provide adequate posterior decompression. We would like to evaluate any potential difference in outcomes between the patients receiving the two techniques of laminoplasty in our center, which may provide insight into future operative planning and practice. During 2018–2022, 40 patients who had received either single-door or double-door laminoplasty were recruited for analysis. This is a retrospective review of clinical and radiological outcomes of patients between the groups of patients receiving single-door and double-door laminoplasty in our local center. Our study showed that single-door and double-door laminoplasty were both effective in neural decompression to allow functional improvement by improving both post-operative Pavlov ratio and modified Japanese Orthopaedic Association scores. Single-door group had significantly shorter operative time, and less blood loss compared to double-door group. Given that single-door laminoplasty is an effective technique with shorter operative time and less blood loss, we concluded that it may be considered as a primary technique in laminoplasty in novice surgeons or in emergency setting.

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)0.002
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 score0.102
Threshold uncertainty score0.398

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.039
GPT teacher head0.362
Teacher spread0.323 · 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 teacher head, 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
Published2025
Admission routes1
Has abstractyes

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