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Record W4406973851 · doi:10.1016/j.eats.2024.103394

Greater Tuberosity Fracture of the Humerus: Arthroscopic Fixation

2025· article· en· W4406973851 on OpenAlexaff
Marco Adriani, Mikalyn T. DeFoor, Broderick T Provencher, Ryan J. Whalen, Nate J Dickinson, Matthew T. Provencher

Bibliographic record

VenueArthroscopy Techniques · 2025
Typearticle
Languageen
FieldMedicine
TopicShoulder Injury and Treatment
Canadian institutionsSurgical Specialties (Canada)
Fundersnot available
KeywordsMedicineGreater TuberosityHumerusSurgeryFixation (population genetics)Fracture (geology)Geotechnical engineeringGeology

Abstract

fetched live from OpenAlex

Isolated fractures of the greater tuberosity are a relatively uncommon pathology and can lead to issues in strength, range of motion, and pain if not adequately reduced and fixed. Treatment decision mainly depends on the displacement of the fragment but most of the time it requires surgery because of the mechanics of the cuff that pulls on the fragment, making it unstable. If mistreated or unrecognized, the patients could develop chronic pain and limitations in range of motion that can lead to diminished function of the shoulder. Surgical alternatives include close reduction and percutaneous fixation, open or arthroscopic-assisted reduction, and internal fixation. In recent years, the advancements in shoulder arthroscopy have yielded arthroscopically assisted fixation techniques with encouraging results. The purpose of this Technical Note is to describe a suture bridge arthroscopic technique for treating a comminuted fracture of the greater tuberosity using multiple suture anchors. This technique has been found to be helpful in cases of greater tuberosity comminution to bridge the bony fragments.

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)0.000
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.697
Threshold uncertainty score0.366

Codex and Gemma teacher scores by category

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

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 head0.012
GPT teacher head0.321
Teacher spread0.309 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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