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Treatment of the Painful Motion Segment

2005· review· en· W2065814191 on OpenAlexaff
J.B. Pracyk, Vincent C. Traynelis

Bibliographic record

VenueSpine · 2005
Typereview
Languageen
FieldMedicine
TopicCervical and Thoracic Myelopathy
Canadian institutionsDiscovery Air (Canada)
Fundersnot available
KeywordsMedicineAnterior cervical discectomy and fusionSurgeryDecompressionArthroplastyArthrodesisRange of motionSpinal fusionCervical spine

Abstract

fetched live from OpenAlex

STUDY DESIGN: A retrospective review of the literature. OBJECTIVE: This work serves as a comprehensive update of cervical arthroplasty. SUMMARY OF BACKGROUND DATA: Cervical arthroplasty has developed as a means to preserve normal spinal motion after an anterior cervical discectomy. Preserving motion may lead to an acute improvement in patient outcome and may decrease the incidence of symptomatic adjacent segment disease in the long-term. METHODS: The literature concerning the outcomes following anterior cervical decompression and fusion, the indications for cervical arthroplasty, the indications and contraindications for arthroplasty, the surgical technique, and early outcome studies for those devices currently in U.S. FDA IDE trials are reviewed. RESULTS: The most data are available for the Prestige, Bryan, and ProDisc-C devices. While these devices all preserve normal segmental motion, the articulations vary (metal on metal, metal on polyurethane, and metal on ultra-high molecular weight polyethylene). Wear testing indicates that these devices will have a long life once implanted. Preliminary outcomes compare very favorably to anterior decompression and arthrodesis. CONCLUSIONS: Cervical arthroplasty is a promising new technology that may improve patient outcome following anterior cervical decompression.

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)0.000
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: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.995
Threshold uncertainty score0.527

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
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 head0.056
GPT teacher head0.361
Teacher spread0.305 · 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 designOther design
Domainnot available
GenreReview

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

Citations57
Published2005
Admission routes1
Has abstractyes

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