MétaCan
Menu
Back to cohort
Record W2101015451 · doi:10.1177/1538574406291338

Determination of Functional Outcome Following Upper Extremity Arterial Trauma

2007· article· en· W2101015451 on OpenAlexaff
Vijay Joshi, Gregory E.J. Harding, David A. Bottoni, Marge Lovell, Thomas L. Forbes

Bibliographic record

VenueVascular and Endovascular Surgery · 2007
Typearticle
Languageen
FieldMedicine
TopicVascular Procedures and Complications
Canadian institutionsLondon Health Sciences CentreWestern University
Fundersnot available
KeywordsMedicineOutcome (game theory)Arterial diseaseRadiologySurgeryVascular disease

Abstract

fetched live from OpenAlex

Upper extremity arterial trauma may lead to significant disability with a poor functional outcome. This study represents a retrospective review of all trauma patients presenting to a university-affiliated medical center. Patients suffering from upper extremity arterial injuries requiring treatment were identified. The injured vessels were identified along with the mechanism of injury and method of repair. The degree of functional disability was evaluated by using a previously validated questionnaire, the Disabilities of the Arm, Shoulder, and Hand (DASH) Outcome Measure. Between September 1999 and December 2004, 17 patients presented with traumatic arterial injury to the upper extremity, with 9 and 8 patients suffering from blunt and penetrating traumas, respectively. One patient required amputation representing a limb salvage rate of 94%. The mean length of hospitalization was significantly shorter for penetrating trauma (5.1 vs 12 days, P = .03), with blunt trauma victims being more prone to coexisting orthopedic injuries (P = .009). Length of follow-up did not differ between the 2 groups and ranged from 1-60 months. Patients with blunt trauma tended, although not statistically significant, to have higher DASH scores (61.8 vs 22.8, P = .08), indicating a greater degree of disability. By utilizing a validated disability questionnaire, this study confirms that patients suffering from blunt injuries to upper extremity arteries are more likely to have greater degrees of disability affecting everyday activities.

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 score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
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 head0.034
GPT teacher head0.270
Teacher spread0.236 · 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

Citations43
Published2007
Admission routes1
Has abstractyes

Explore more

Same venueVascular and Endovascular SurgerySame topicVascular Procedures and ComplicationsFrench-language works237,207