Frailty in relation to sedentary behaviours and moderate-vigorous intensity physical activity
Bibliographic record
Abstract
Summary As the mean life expectancy of the population continues to increase, the challenge for individuals is to remain healthy and fit throughout their life span. This review examines the relationships between moderate-vigorous physical activity and sedentary behaviour in relation to the fitness-frailty continuum. The association between increased physical activity and decreased adverse health outcomes is firmly established. A direct association between frailty and moderate-vigorous physical activity has been established to a lesser degree. What has some potential to undermine even these gains is the increasingly recognized relationship between sedentary behaviour and poor health. It now seems likely that sedentary behaviour can have a negative impact on an individual's health, over and above that of meeting the recommendations of moderate-vigorous physical activity. Individuals must consider both increasing their level of moderate-vigorous physical activity and minimizing their level of sedentary behaviour during all aspects of daily life.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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)
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".