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Record W4414060155 · doi:10.70252/mjth7186

Performance Fatigability at Task Failure and Beyond: Distinct Patterns of Recovery Following Constant Load Versus Intermittent Cycling Exercise

2025· article· en· W4414060155 on OpenAlexafffund
Zachary J. McClean, Keenan B. MacDougall, Matthew J. Jordan, Danilo Iannetta, Martin J. MacInnis, Saied Jalal Aboodarda

Bibliographic record

VenueInternational journal of exercise science · 2025
Typearticle
Languageen
FieldMedicine
TopicSports Performance and Training
Canadian institutionsUniversity of Calgary
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsIsometric exerciseCyclingHigh-intensity interval trainingMuscle fatigueWork (physics)PeripheralFemoral nerveInterval trainingMotor unit recruitment

Abstract

fetched live from OpenAlex

The total work completed during an exercise session is often assumed to be the primary factor influencing the kinetics of post-exercise recovery. However, the duration of work and rest periods during high intensity interval training (HIIT) have been shown to impact the magnitude of physiological stress and could also impact post-exercise recovery. The aim of this study was to characterize the recovery time course of neuromuscular function following work-to-rest matched HIIT protocols with different work interval durations and conducted to task failure. Participants (n=12, n=6 females) completed a ramp incremental exercise test to determine peak power output (PPO). In a randomized order, participants completed 3 cycling protocols at 90% PPO: (i) 3 min work, 3 min passive rest HIIT (HIIT3min), (ii) 1 min work, 1 min passive rest HIIT (HIIT1min), and (iii) constant load (CL) cycling. Femoral nerve electrical stimuli during maximal voluntary contractions (MVC) of isometric knee extension were performed at baseline, task failure (TF), and TF+1min, TF+4min, and TF+8min to delineate the time course of neuromuscular function recovery. MVC force declined to the same level following the three conditions at TF and demonstrated a partial recovery within TF+8min (time effect: P<0.001). The evoked muscle twitch force declined more following the CL compared to HIIT1min at TF (P = 0.013) and showed a faster recovery within TF+8min (P<0.024). Voluntary activation decreased at TF in the HIIT1min but not in HIIT3min or CL (interaction effect: P<0.023) and fully recovered within TF+8min. Central and peripheral components of neuromuscular function demonstrate distinct time courses of recovery between CL exercise and work:rest matched HIIT protocols with different work interval durations.

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 score0.061
Threshold uncertainty score0.472

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.013
GPT teacher head0.295
Teacher spread0.282 · 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 routes2
Has abstractyes

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