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Record W1983790203 · doi:10.1089/089771503765172345

Medical Co-Morbidities, Secondary Complications, and Mortality in Elderly with Acute Spinal Cord Injury

2003· article· en· W1983790203 on OpenAlexafffund
Andrei V. Krassioukov, Julio C. Furlan, Michael G. Fehlings

Bibliographic record

VenueJournal of Neurotrauma · 2003
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsUniversity of Toronto
FundersHeart and Stroke Foundation of CanadaCervical Spine Research SocietyChristopher and Dana Reeve Foundation
KeywordsMedicineIncidence (geometry)Spinal cord injuryRetrospective cohort studyAcute carePediatricsComorbidityYoung adultEmergency medicineInternal medicineSpinal cordHealth carePsychiatry

Abstract

fetched live from OpenAlex

Despite an increasing incidence of spinal cord injury (SCI) in the elderly and evidence that age appears to influence outcome after neurotrauma, surprisingly little is known regarding clinical outcomes and secondary complications in elderly with an acute SCI. This study was undertaken to evaluate the effect of age on clinical outcomes after acute traumatic SCI managed in an acute care unit by a multidisciplinary team. A retrospective chart review of all patients with acute SCI admitted to an acute care unit at a university hospital between 1998 and 2000 was performed. Data on clinical outcomes and secondary complications in younger individuals (group 1: age < 60 years) were compared to elderly subjects (group 2: age > or = 60 years). There were 28 elderly (age 60-89 years) and 30 younger (age 17-56 years) individuals. The severity and level of SCI were similar in both groups (p = 0.11; p = 0.93). Co-morbidities were more frequent in the elderly (p < 0.01). There was a trend, which did not achieve significance, for an increased incidence of secondary complications in the elderly (57.1% versus 33.3%; p = 0.11). The most common secondary complications in both groups were infections, psychiatric disorders, pressure sores, and cardiovascular complications. Mortality rates in elderly and younger individuals with acute SCI (p = 0.41) were not significantly different. Our data suggest that rigorous attention to principles of acute SCI care can minimize previously reported higher susceptibility for secondary complications in the elderly. A multidisciplinary team approach to the management of the elderly with acute SCI is essential to minimize or prevent secondary complications.

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.114
GPT teacher head0.443
Teacher spread0.329 · 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

Citations126
Published2003
Admission routes2
Has abstractyes

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