MétaCan
Menu
Back to cohort

Knee Immobilization in the Immediate Post-Operative Period Following ACL Reconstruction

2006· article· en· W2075072218 on OpenAlexaffabout
Laurie A. Hiemstra, Kim Veale, Treny M. Sasyniuk

Bibliographic record

VenueClinical Journal of Sport Medicine · 2006
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsUniversity of CalgaryBanff Mineral Springs Hospital
Fundersnot available
KeywordsMedicineAnterior cruciate ligamentKnee surgeryPhysical therapyOrthopedic surgeryAnterior cruciate ligament reconstructionRandomized controlled trialKnee painKnee JointSurgeryOsteoarthritis

Abstract

fetched live from OpenAlex

OBJECTIVE: This study was designed to determine the practice patterns and rationale for knee immobilizer use in immediate post-operative period following an anterior cruciate ligament (ACL) reconstruction. DESIGN: Descriptive cross-sectional survey. SETTING: Canada. PARTICIPANTS: A random sample of 50% of Canadian orthopedic surgeons registered with the Canadian Orthopaedic Association (COA). MAIN OUTCOME MEASURE: Self-reported survey responses regarding knee immobilizer use, surgeon characteristics, graft type and type of practice. RESULTS: Complete survey response rate was 36.1% (122/338). There was a lack of consensus regarding knee immobilizer use; 47.7% of responding surgeons use a knee immobilizer in the immediate post-operative period while 52.3% do not. There were no trends in characteristics such as fellowship training, number of years in practice and type of practice between surgeons who use and do not use a knee immobilizer. The reported reasons for immobilization were: pain reduction in the post-operative period (51.6%), graft site protection (38.7%), maintaining full extension (19.4%) and habit (12.9%). The length of time the immobilizer was used ranged from 5-42 days. CONCLUSIONS: The lack of consensus reported in the current study and published literature reflects a lack of scientific evidence in the area of post-operative knee immobilization. The need for a randomized clinical trial to assess the efficacy of knee immobilizer use after ACL reconstruction is evident. The authors recommend using peri-operative pain as an outcome measure in future studies investigating immobilization in the immediate post-operative period.

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)0.008
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 score0.023
Threshold uncertainty score0.046

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
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)0.0020.000

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 head0.019
GPT teacher head0.360
Teacher spread0.341 · 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

Citations9
Published2006
Admission routes2
Has abstractyes

Explore more

Same venueClinical Journal of Sport MedicineSame topicKnee injuries and reconstruction techniquesFrench-language works237,207