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Record W4406498817 · doi:10.2519/josptopen.2025.0095

Torque Strength Targets: Sex and Sport Differences in Knee and Shoulder Profiles Among Amateur Athletes

2025· article· en· W4406498817 on OpenAlexaff
Félix Croteau, Jérémy Briand, Josiane Roberge, Shawn M. Robbins

Bibliographic record

VenueJOSPT open. · 2025
Typearticle
Languageen
FieldMedicine
TopicSports injuries and prevention
Canadian institutionsMcGill UniversityCentre de réadaptation Lethbridge-Layton-MackayCentre for Interdisciplinary Research in Rehabilitation
Fundersnot available
KeywordsAmateurAthletesPhysical medicine and rehabilitationPhysical therapyTorqueMedicinePhysicsPolitical science

Abstract

fetched live from OpenAlex

OBJECTIVE: To describe knee and shoulder strength characteristics across amateur sports and compare strength across sexes and sports groups. METHODS: A total of 233 healthy athletes who were competing at national or international levels across 27 different sports (106 males and 127 females) participated in this study. Using a Con-TREX MJ system, we assessed peak and relative torque, and rate of force development at 200 ms (RFD 200 ), in knee and shoulder joint muscles. Differences between sexes were assessed using Student’s t tests and Cohen’s d for effect sizes; nonparametric MANOVA (multivariate analysis of variance) compared sports groups. Spearman rank correlations were used to compare average peak torque and RFD 200 . RESULTS: Male athletes had greater peak and relative torques than female athletes ( P<.02, d = 0.33-1.87). Significant differences across torque variables were also observed between combat, team, precision/skill, and speed/strength sport groups for the knee ( P<.01, R 2 = 0.15) and the shoulder ( P<.01, R 2 = 0.03) measurements. Mean peak torque and RFD 200 were highly correlated for knee flexion and extension (r = 0.95 and 0.97, respectively), and for shoulder external and internal rotation (r = 0.95 and 0.99, respectively). CONCLUSIONS: There were sex and group differences in knee flexion and extension and shoulder internal and external rotation. Male participants were stronger, and athletes from the speed/strength groups showed the greatest values for knee strength, whereas combat sports athletes demonstrated the greatest shoulder rotation strength. JOSPT Open 2025;3(2):137-145. Epub 17 January 2025. doi:10.2519/josptopen.2025.0095

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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.394

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 head0.286
Teacher spread0.274 · 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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