Bibliographic record
Abstract
Aging of mammalian brain is associated with a continuous decrease of the capacity to produce ATP by oxidative phosphorylation. The impairment of mitochondrial function is mainly due to diminished electron transfer by complexes I and IV, whereas inner membrane H+ impermeability and F1-ATP synthase activity are only slightly affected. Dysfunctional mitochondria in aged rodents show decreased rates of respiration and of electron transfer, decreased membrane potential, increased content of the oxidation products of phospholipids and proteins, and increased size and fragility. In aging mice, the activities of brain mitochondrial enzymes (complexes I and IV and mtNOS) are linearly correlated with neurological performance (tightrope and T-maze tests) and with median life span and negatively correlated with the mitochondrial content of lipid and protein oxidation products. Conditions that increased mice median life span, such as moderate exercise, vitamin E supplementation, caloric restriction, and high spontaneous neurological activity; also improved neurological performance and mitochondrial function in aged brain. The diffusion of mitochondrial NO and H2O2 to the cytosol is decreased in the aged brain and may be a factor for reduced mitochondrial biogenesis.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".