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Record W4392622633 · doi:10.2478/bhk-2024-0011

Determining cardiovascular fitness normative reference values in a university aged Canadian population using maximal exercise testing

2024· article· en· W4392622633 on OpenAlexaffabout
Adriana M. Duquette, N. Adam

Bibliographic record

VenueBiomedical Human Kinetics · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiovascular and exercise physiology
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsVO2 maxBruce protocolAerobic exerciseNormativePopulationTreadmillMedicinePhysical fitnessPercentileCardiovascular fitnessPhysical therapyDemographyHeart rateInternal medicineMathematicsStatisticsBlood pressure

Abstract

fetched live from OpenAlex

Abstract Study aim : Maximal oxygen uptake (VO 2max ) is the greatest rate at which the body can use oxygen and is an indicator of aerobic power. Although aerobic fitness is such a valuable determinant of health, there is limited research with established normative values for a healthy young adult Canadian population. The purpose of the study was to develop normative reference values for a Canadian young-adult population. Material and methods : 550 undergraduate student (280 male and 270 female) participants, with a mean body mass (BM) of 72.08 ± 15.05 kg, mean age of 21.16 ± 1.26 years old and mean height of 171.95 ± 10.25 cm completed a VO 2max test using the Bruce treadmill protocol. Male and female classifications were established for the total exercise time in minutes and for the measured VO 2max using percentiles and a seven-category classification system. Results : There were statistically significant differences between the sexes for VO 2max values (p < 0.001). The measured assessment for the healthy young Canadian adults showed a mean VO 2max value of 40.90 ± 7.50 mL/kg/min for females and 49.89 ± 9.20 mL/kg/min for males. Females were able to withstand the exercise protocol for a mean of 11.92 ± 1.97 minutes, while males exercised for an average of 14.33 ± 2.40 minutes before the test was terminated. Conclusions : This study provides specific normative values for the aerobic fitness of a university aged Canadian population which can be used as reference values for cardiovascular health and fitness assessments.

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)0.004
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 score0.061
Threshold uncertainty score0.123

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0020.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.053
GPT teacher head0.283
Teacher spread0.230 · 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

Citations3
Published2024
Admission routes2
Has abstractyes

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