Role of Prohibitins as Guardians of mitochondrial homeostasis
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
Mitochondria are complex organelles critical to the maintenance of cellular homeostasis. Central to this regulation are Prohibitins (PHBs), a novel set of proteins involved in several mitochondrial quality control pathways, including protein folding, biogenesis, and mitophagy. PHBs mediate various cellular responses including cell survival and myogenesis, suggesting that their roles are intricate and multifaceted. While evidence suggests that PHBs facilitate mitochondrial homeostasis, their exact mechanism of action remains unclear. Elucidating the precise mechanisms driving PHB-mediated adaptations will ultimately enable the development of therapeutic strategies aimed towards the treatment of age-related diseases, characterized by mitochondrial perturbations.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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 | 0.001 | 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