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Record W4410112363 · doi:10.1123/jsr.2024-0167

Sex-Specific Associations Between Body Mass Index and Knee Flexion Kinematics and Kinetics in Individuals With Anterior Cruciate Ligament Reconstruction

2025· article· en· W4410112363 on OpenAlexaff
Skylar C. Holmes, Caitlyn Heredia, Eric J. Shumski, Derek N. Pamukoff

Bibliographic record

VenueJournal of Sport Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsWestern University
Fundersnot available
KeywordsBiomechanicsMedicineBody mass indexAnterior cruciate ligamentGaitContext (archaeology)Ground reaction forceACL injuryAnterior cruciate ligament reconstructionPhysical medicine and rehabilitationKnee flexionKnee JointKinematicsOrthodonticsPhysical therapySurgeryAnatomy

Abstract

fetched live from OpenAlex

CONTEXT: Anterior cruciate ligament reconstruction (ACLR) is a common surgical procedure after injury. However, ACLR contributes to aberrant biomechanical movement patterns that influence secondary injury or joint degeneration. Higher body size may influence gait and landing biomechanics differently between males and females. The purpose of this study was to investigate the influence of sex on the association between body mass index (BMI) and knee biomechanics long-term after ACLR recovery. DESIGN: Sixteen female (BMI: 27.7 [5.4]) and 14 male (BMI: 24.2 [5.5]) participants who had a history of ACLR performed walking and drop vertical jump tasks. METHODS: The knee-flexion angle (KFA), external knee flexion moment, knee abduction moment (landing), and knee adduction moment (gait) were measured using 3D motion capture. Body fat percentage was assessed using a BOD POD. Moderated regression evaluated the influence of sex on the association between BMI and biomechanical outcomes after adjusting for body fat percentage. RESULTS: There was a significant interaction between sex and BMI on the KFA at heel contact (P = .01), peak KFA (P = .04), and peak external knee flexion moment (P = .05) during gait and on the KFA at ground contact during landing (P = .04). Higher BMI was associated with smaller KFAs at heel contact (P = .03), smaller peak KFAs during gait (P = .02), and smaller external knee flexion moments (P = .01) but only in females. Similarly, a higher BMI was associated with a smaller KFA at ground contact during landing (P = .03) but only in females. There was no sex by BMI interaction on the knee adduction moment during gait (P = .657) or on the knee abduction moment during landing (P = .643). Moreover, sex and BMI were not independent predictors of the knee adduction moment during gait or the knee abduction moment during landing (all P > .05). CONCLUSIONS: The association between sex and BMI may have implications for posttraumatic knee osteoarthritis and ACL reinjury, and female sex and high BMI should be considered when designing individualized rehabilitation programs. These findings suggest that females with high BMI may benefit from interventions to improve knee flexion during landing and gait.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.083
Threshold uncertainty score0.390

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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 head0.272
Teacher spread0.265 · 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

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