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Record W4309271462 · doi:10.1016/j.eats.2022.08.045

Arthroscopic Repair of the “Tibial Avulsion Triad”—ACL Posterolateral Bundle, PCL, and Lateral Meniscus Posterior Root: The Triple Tunnel Technique

2022· article· en· W4309271462 on OpenAlexaff
Julien Dаrtus, Edward Kahhaleh, Étienne L. Belzile, Bogdan A. Matache

Bibliographic record

VenueArthroscopy Techniques · 2022
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsCentre hospitalier universitaire de Québec
Fundersnot available
KeywordsMedicineAvulsionLateral meniscusSurgeryAnterior cruciate ligamentArthroscopyFixation (population genetics)Medial meniscusOsteoarthritis

Abstract

fetched live from OpenAlex

Tibial avulsion fractures of the posterior cruciate ligament (PCL) are rare injuries that can be fixed either via and open or arthroscopic approach to restore native knee biomechanics. The advantage of arthroscopic fixation is the ability to treat concomitant intra-articular pathologies that are otherwise difficult to identify and manage via an open approach, such as medial meniscal root tears and avulsions. This technical note describes an all-arthroscopic technique of treating a rare and previously undescribed injury pattern consisting of PCL tibial and lateral meniscus posterior root bony avulsions and ACL posterolateral bundle tibial peel-off, termed the "tibial avulsion triad".

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)0.001
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.045
Threshold uncertainty score0.911

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.007
GPT teacher head0.257
Teacher spread0.249 · 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 designBench or experimental
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

Citations2
Published2022
Admission routes1
Has abstractyes

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