Exercise, Muscle, and Mitochondria: Signaling Mechanisms, Health Consequences and New Challenges for the Future
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Habitual physical activity has long been heralded as a laudable lifestyle behaviour, which can improve overall health and help stave off many major chronic diseases. In spite of substantial scientific evidence and public awareness about the importance of incorporating physical activity into our daily lives, the majority of the North American society remains insufficiently active, failing to meet the minimum requirements set forth by global health authorities. According to the World Health Organization, physical inactivity is now regarded as the 4th leading risk factor for premature death worldwide(1). In fact, recent research suggests that physical inactivity is responsible for approximately 6-10% of the world’s major noncommunicable diseases(2). These pathological conditions - which include cardiovascular disease, type 2 diabetes, and various types of cancers - account for nearly one third of all deaths that occur annually throughout the world, indicating just how important physical activity is in preventing the onset of disease.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it