Transient oxygen uptake response as an indicator of sports specific adaptation / by Stephen R. Norris.
Bibliographic record
Abstract
A cross-sectional design examined aerobic power and transient oxygen uptake responses of four male sports groups (cyclists, runners, swimmers, and cross-country skiers). Data was collected via three modes of ergometry (treadmill running, cycling, and arm cranking), with the transient oxygen uptake responses being described via the 'half-time' \n(t1/2 VO[subscript 2]on) and 'Mean Response Time' (MRT) values. The transient VO[subscript 2]on \nresponses were quantified via a single exponential process given as \n[see document for formula] where A reflects the increment above the \nprevious (rest or exercise) steady state level, ss represents the steady \nState or asymptotic value, TD is the time delay parameter, and T is the time constant...
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".