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Cervical Spondylosis: The Role of Anterior Instrumentation After Decompression and Fusion

2001· article· en· W1996984786 on OpenAlexaff
Gautam Zaveri, Michael Ford

Bibliographic record

VenueJournal of Spinal Disorders · 2001
Typearticle
Languageen
FieldMedicine
TopicCervical and Thoracic Myelopathy
Canadian institutionsWomen's College HospitalSunnybrook Health Science Centre
Fundersnot available
KeywordsMedicineCervical spondylosisSurgeryDecompressionNonunionArthrodesisSpinal fusionRadiography

Abstract

fetched live from OpenAlex

The role of plate stabilization after anterior decompression and fusion of the cervical spine for cervical spondylosis remains controversial. This study aimed to justify the use of instrumentation to stabilize anterior cervical fusion for cervical spondylosis through a risk-benefit analysis and comparison of the results with those reported in the literature on the outcome of fusion without instrumentation. The authors retrospectively reviewed the charts and radiographs of 47 patients with symptoms secondary to cervical spondylosis who underwent anterior cervical decompression and instrumented fusion. After operation, patients were mobilized early, and neither neurologic injury nor infection developed in any patient. At an average 3.4 years after surgery, the rate of graft complications, including nonunion (4.26%), was low, whereas the rate of hardware-related morbidity was minimal (6%). An average 0.4 degrees loss of the intraoperative correction of cervical lordosis was observed at the last follow-up examination. Accelerated degenerative changes at levels adjacent to the fusion were seen in 17% of patients, but only two patients required repeat operation for persistent symptoms. The use of instrumentation to stabilize the cervical spine in patients with cervical spondylosis after anterior decompression and fusion is relatively safe. It permits early pain-free mobilization, successfully maintains sagittal cervical spine alignment, and promotes consistent and reliable spinal fusion.

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)0.001
metaresearch head score (Gemma)0.005
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.001
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 head0.006
GPT teacher head0.270
Teacher spread0.264 · 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".

Quick stats

Citations58
Published2001
Admission routes1
Has abstractyes

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