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Record W4416011817 · doi:10.1371/journal.pone.0336371

Effects of exercise modalities on heart rate recovery and its association with cardiometabolic risk in adolescents with overweight or obesity

2025· article· en· W4416011817 on OpenAlexaff
Rubin Pooni, Silva Arslanian, Heather Edgell, Hala Tamim, SoJung Lee, Jennifer L. Kuk

Bibliographic record

VenuePLoS ONE · 2025
Typearticle
Languageen
FieldMedicine
TopicHeart Rate Variability and Autonomic Control
Canadian institutionsYork University
FundersNational Center for Advancing Translational SciencesAmerican Diabetes AssociationNational Center for Research ResourcesNational Institute of Diabetes and Digestive and Kidney DiseasesNational Heart, Lung, and Blood InstituteNational Institutes of Health
KeywordsOverweightObesityModalitiesHeart rateAssociation (psychology)Physical exercisePhysical activityTreatment modality

Abstract

fetched live from OpenAlex

OBJECTIVE: Attenuated heart rate recovery (HRR) immediately after exercise is an independent predictor of cardiovascular disease and mortality in adults. We examined the effects of aerobic exercise (AE), resistance exercise (RE), and combined AE and RE on HRR, and the relationship of HRR with body composition and metabolic risk factors in adolescents with overweight or obesity. RESEARCH DESIGN AND METHODS: We included 147 adolescents (BMI ≥ 85th percentile, 12-18 years) who participated in exercise intervention studies (3-6 months), and had a complete data set including VO2peak, body composition by dual-energy X-ray absorptiometry, and cardiometabolic risk factors before and after the interventions. HRR was calculated as the difference between peak HR during the maximal treadmill test and HR at 1-, 2-, 3-, 4-, and 5-min after the cessation of the test. RESULTS: After interventions, a faster HRR at 2-5 min was observed following AE (17.3-25.6% change, P < 0.0001), RE (7.1-10.9%, P < 0.05), and combined AE and RE (10.7-12.0%, P < 0.05) compared to pre-intervention. Compared to controls, AE (14.0-24.0%, P < 0.05) was the only exercise group to exhibit a significantly faster HRR at 1-, 2-, 3-, 4-, and 5-min after the exercise intervention. Collapsed across exercise groups, improvements in 2-, 3-, 4-, and 5-min HRR are independently associated (P < 0.05) with increases in VO2peak. Changes in HRR were not associated with the changes in % body fat or metabolic risk factors. CONCLUSION: AE training is more beneficial than RE or combined AE and RE training for improving HRR in adolescents with overweight or obesity.

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: Observational · Consensus signal: Observational
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)0.0000.000
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)0.0010.000

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 head0.009
GPT teacher head0.208
Teacher spread0.199 · 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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