A Review of Psychophysiological Stressors on Pharmacokinetics
Bibliographic record
Abstract
We conducted a comprehensive literature review on the effects of psychophysiological stressors on the pharmacokinetics of drugs commonly used by the Canadian Forces. These stressors may change the physiological status of an individual and subsequently may alter the drug's pharmacokinetics. The effects of isolated physical activities on pharmacokinetics have been well documented. However, the findings are inconsistent due to variations in the intensity and duration of the activity, and the routes and timing of drug administration. The effects of other environmental stressors, such as temperature extremes, hypobaric, hyperbaric, hyperoxic conditions, and the effects of multiple stressors are less well known. There are limited studies describing the effects of psychological stressors on drug pharmacokinetics. Further studies are necessary to understand the clinical implications of pharmacokinetic changes. We also discussed the advantage of using a physiologically based pharmacokinetic model to predict the effects of a single or multiple stressors.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.002 |
| Bibliometrics | 0.000 | 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".