MétaCan
Menu
Back to cohort
Record W4406943077 · doi:10.1016/j.xrrt.2024.12.015

Quadruple dislocation fracture: concurrent glenoid, greater tuberosity, coracoid process, and acromion fractures following anterior shoulder dislocation

2025· article· en· W4406943077 on OpenAlexaff
Arashk Ghasroddashti, Colm Guyn, Joseph Bergman

Bibliographic record

VenueJSES Reviews Reports and Techniques · 2025
Typearticle
Languageen
FieldMedicine
TopicShoulder and Clavicle Injuries
Canadian institutionsSturgeon Community HospitalUniversity of AlbertaQueen's University
Fundersnot available
KeywordsAcromionCoracoid processDislocationGreater TuberosityCoracoidAnterior shoulder dislocationMedicineScapulaFracture (geology)OrthodonticsAnatomyGeologyAnterior shoulderRotator cuffSurgeryMaterials scienceComposite materialGeotechnical engineering

Abstract

fetched live from OpenAlex

Anterior glenohumeral joint dislocations are estimated to represent approximately 50% of clinically encountered joint dislocations.3 The mechanism of injury typically involves forceful external rotation and abduction of the arm during a traumatic event, such as a fall or motor vehicle collision.3 Glenohumeral dislocations often present with secondary injuries, ranging from labral tears and ligamentous sprains to osseous lesions.16 The most common secondary osseous injuries are bony Bankart and Hill–Sachs lesions, reported in up to 44% and 93% of traumatic anterior glenohumeral dislocations, respectively.

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 score0.571
Threshold uncertainty score0.820

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.015
GPT teacher head0.399
Teacher spread0.384 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJSES Reviews Reports and TechniquesSame topicShoulder and Clavicle InjuriesFrench-language works237,207