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Record W4409146514 · doi:10.1249/mss.0000000000003724

Frequency Matters: The Influence of Stimulation Frequency on Force Loss for Human Females and Males

2025· article· en· W4409146514 on OpenAlexaff
Alexander D. Paish, Neil D. Eves, Chris J. McNeil

Bibliographic record

VenueMedicine & Science in Sports & Exercise · 2025
Typearticle
Languageen
FieldEngineering
TopicMuscle activation and electromyography studies
Canadian institutionsSocial Sciences and Humanities Research CouncilUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
Fundersnot available
KeywordsStimulationPhysical medicine and rehabilitationMedicineRelaxation (psychology)AudiologyPsychologyInternal medicine

Abstract

fetched live from OpenAlex

PURPOSE: Most studies applying repeated neuromuscular electrical stimulation (NMES) to assess intrinsic contractile properties employ frequencies considerably greater than the mean motor unit discharge rate (MUDR) for a given force level. It is hypothesized that force loss increases with stimulation frequency, but this has not been evaluated in the same pool of participants when other parameters are unchanged. Furthermore, there is a paucity of research investigating possible sex-based differences for force loss during an NMES protocol, with the presence or absence of a group difference seemingly dependent on stimulation frequency. To address these limitations, we compared force loss of electrically evoked contractions at (10 Hz), slightly above (15 Hz), and well above (30 Hz) the expected mean MUDR of the quadriceps at 25% maximal voluntary force. METHODS: On three separate occasions, 24 participants (12 females) received 3 min of intermittent NMES (10, 15, or 30 Hz) over the quadriceps of the dominant leg. RESULTS: Force impairment increased with NMES frequency (19.8 ± 14.5, 42.6 ± 8.1, and 52.9 ± 4.7 for 10, 15, and 30 Hz, respectively), with no significant differences between sexes. Relative to the start of each task, the rates of force development (RFD) and relaxation (RFR) slowed markedly during the 10-, 15-, and 30-Hz fatiguing protocols (RFD: 42.1 ± 13.5, 61.6 ± 13.2, and 75.9 ± 9.8; RFR: 38.0 ± 13.9, 64.2 ± 9.1, and 80.4 ± 5.0, respectively). RFD impairment was less at 10 compared with 15 and 30 Hz, whereas the slowing of RFR increased with NMES frequency. Post-hoc analysis revealed no sex-based differences at any time point for RFD or RFR. CONCLUSIONS: These findings underscore the impact of stimulus frequency on muscle fatigability and highlight a lack of sex-based differences for electrically evoked force loss, emphasizing the need for appropriate frequency selection in NMES protocols.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
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)0.0050.001

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 head0.278
Teacher spread0.263 · 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 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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