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Record W2424950437 · doi:10.1227/neu.0000000000001314

Surgical Management of the Elderly With Traumatic Cervical Spinal Cord Injury

2016· article· en· W2424950437 on OpenAlexaff
Julio C. Furlan, B. Catharine Craven, Michael G. Fehlings

Bibliographic record

VenueNeurosurgery · 2016
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsUniversity Health NetworkToronto Rehabilitation InstituteUniversity of TorontoToronto Western Hospital
Fundersnot available
KeywordsMedicineRehabilitationSpinal cord injuryContext (archaeology)PopulationPhysical therapyQuality of life (healthcare)Spinal cordPsychiatry

Abstract

fetched live from OpenAlex

BACKGROUND: Aging of the population has modified the epidemiology of traumatic spinal cord injury (SCI) as evidenced by the establishment of a bimodal distribution of injuries with increased frequency of fall-related injuries among the elderly. OBJECTIVE: To assess the economic impact of older age (65 years of age and older), using a cost-utility analysis, in the context of acute surgical management and rehabilitation of traumatic cervical SCI, given the paucity of economic studies involving elderly individuals with SCI. METHODS: The cost-utility analysis was performed from the perspective of a public health care insurer. A time horizon of 6 months from SCI onset was used. Costs were estimated in 2014 US dollars. Utilities were generated from the Surgical Timing in Acute Spinal Cord Injury study. RESULTS: The baseline analysis indicated that surgical and rehabilitative management of acute cervical SCI in the elderly (n = 17) is costlier, but similarly effective, than that in younger adults (n = 47). When considering acute spinal surgical management and rehabilitation of younger adults with SCI as the baseline, the incremental cost-effectiveness ratio analysis revealed an additional cost of $5 655 557 per quality-adjusted life-year gained when managing elderly patients with traumatic cervical SCI. The probabilistic analysis confirmed that spinal surgery in the elderly is costlier, but similarly effective, in younger adults after SCI, even though there is no definitive dominance. CONCLUSION: This economic analysis indicates that surgical management and rehabilitation of acute traumatic cervical SCI in the elderly are costlier but similarly effective compared with younger adults with similar impairment. ABBREVIATIONS: AIS, ASIA (American Spinal Injury Association) Impairment Scale.

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)0.003
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 score0.005
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
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 science0.0000.001
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 head0.056
GPT teacher head0.355
Teacher spread0.299 · 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

Citations29
Published2016
Admission routes1
Has abstractyes

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