Time following ingestion does not influence the validity of telemetry pill measurements of core temperature during exercise-heat stress: The journal <i>Temperature</i> toolbox
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Bibliographic record
Abstract
(~40% peak oxygen consumption), and 45-min recovery. Core temperature was measured throughout using rectal temperature and four telemetric temperature pills (VitalSense®) ingested 12, 6, 3 and 1 h(s) prior to the start of each trial. Data from the two trials were combined and averaged over the final 10-min of rest, exercise, and recovery for analysis. Our primary finding was that the mean squared difference between rectal temperature and each pill did not differ significantly across ingestion times during rest, exercise or recovery (p = 0.056), with those errors ranging from 0.1-0.2°C, 0.2-0.2°C, 0.1-0.2°C, and 0.1-0.2°C for the pills ingested 12, 6, 3, and 1 h(s) before data collection, respectively. While there is a need for larger confirmatory studies, our findings indicate that pill ingestion timing does not significantly influence the validity of telemetry pill temperature as an index of core temperature.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
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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 it