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Record W2022517039 · doi:10.1080/0268869021000030302

Craniocervical fusion for rheumatoid arthritis: comparison of sublaminar wires and the lateral mass screw craniocervical fusion

2002· article· en· W2022517039 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBritish Journal of Neurosurgery · 2002
Typearticle
Languageen
FieldMedicine
TopicSpinal Fractures and Fixation Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineRheumatoid arthritisSurgeryNeck painDecompressionLateral massArthrodesisSpinal fusionCervical spineInternal medicine

Abstract

fetched live from OpenAlex

The majority of rheumatoid arthritis patients with C1/2 instability causing neck pain and neurological compromise can be treated with unisegmental fusion. However, a minority will require decompression and more extensive craniocervical fusion. Two cohorts of patients with rheumatoid arthritis requiring decompression and craniocervical fusion were included in a retrospective study comparing sublaminar wiring (Ransford Loop, n = 10, follow-up = 36 +/- 9.5 months) and lateral mass screws (Cervifix system, n = 11; follow-up = 39.7 +/- 7.9 months). Both cohorts of patients experienced significant improvements in high cervical pain scores [McGill 5-point score; preop = 4.5 +/- 0.75 for Cervifix and 4.5 +/- 0.75 for Ransford loop; postop = 1.17 +/- 0.9 (p = 0.003) for Cervifix (at 39.7 months +/-7.9) and 2.8 +/- 1.6 (p = 0.011) for Ransford loop (at 36 +/- 9.5 months)]. Lateral mass screws for craniocervical fusion (seven out of 11 pain free) appear to produce better early results for rheumatoid arthritis patients suffering high cervical neck pain than sublaminar wire techniques (three out of 10 pain free).

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.764
Threshold uncertainty score0.513

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 integrity0.0000.000
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 head0.272
Teacher spread0.249 · 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