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Record W3044472601 · doi:10.5435/jaaos-d-19-00495

Mechanical Evaluation of 2.7- Versus 3.5-mm Plating Constructs for Midshaft Clavicle Fractures

2020· article· en· W3044472601 on OpenAlexaff
Mohammad M. Alzahrani, Adam Cota, Khalid Alkhelaifi, Edward J. Harvey

Bibliographic record

VenueJournal of the American Academy of Orthopaedic Surgeons · 2020
Typearticle
Languageen
FieldMedicine
TopicShoulder and Clavicle Injuries
Canadian institutionsObject Research Systems (Canada)
Fundersnot available
KeywordsMedicineClavicleStiffnessOrthodonticsBendingDisplacement (psychology)AnatomyComposite materialMaterials science

Abstract

fetched live from OpenAlex

OBJECTIVES: This study compares the mechanical performance of 2.7- and 3.5-mm plating constructs for the treatment of midshaft clavicle fractures. METHODS: Twenty-four synthetic clavicles were randomly divided into four treatment groups-Synthes 2.7-mm cold-worked calcaneal reconstruction plate with 6 (CRP6) or 8 bicortical screws (CRP8); Synthes 3.5-mm LCP reconstruction plate (RP; and Synthes 3.5-mm LCP precontoured superior-anterior clavicle plate (PCRP). All clavicles were plated, a wedge-shaped inferior cortical defect was created, and testing was performed using a cantilever bending model to determine bending stiffness and yield point for each construct. RESULTS: Bending stiffness for the 3.5-mm PCRP construct was markedly higher when compared with the other three constructs, whereas the 3.5-mm RP construct was markedly stiffer than both of the 2.7-mm CR constructs. The yield point for the 3.5-mm PCRP construct was greater than the other three constructs; however, the yield point for the 2.7-mm CRP with six screws and with eight screws was higher than the 3.5-mm RP construct. The amount of displacement required to reach the yield point was highest for the 2.7-mm CRP with six screws. and this was markedly higher than the values for the other three constructs. DISCUSSION: The 3.5-mm plates demonstrated increased bending stiffness compared with the 2.7-mm plates. Despite the lower resistance to bending forces, the cold-worked 2.7-mm plate exhibited a markedly higher yield point and required markedly more superior to inferior displacement to initiate plastic deformation when compared with the 3.5-mm LCP RP. LEVEL OF EVIDENCE: Level IV.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.065
GPT teacher head0.422
Teacher spread0.357 · 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 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

Citations9
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueJournal of the American Academy of Orthopaedic SurgeonsSame topicShoulder and Clavicle InjuriesFrench-language works237,207