Diverse functions of mitochondrial AAA+ proteins: protein activation, disaggregation, and degradationThis paper is one of a selection of papers published in this special issue entitled 8th International Conference on AAA Proteins and has undergone the Journal's usual peer review process.
Bibliographic record
Abstract
In eukaryotes, mitochondria are required for the proper function of the cell and as such the maintenance of proteins within this organelle is crucial. One class of proteins, collectively known as the AAA+ (ATPases associated with various cellular activities) superfamily, make a number of important contributions to mitochondrial protein homeostasis. In this organelle, they contribute to the maturation and activation of proteins, general protein quality control, respiratory chain complex assembly, and mitochondrial DNA maintenance and integrity. To achieve such diverse functions this group of ATP-dependent unfoldases utilize the energy from ATP hydrolysis to modulate the structure of proteins via unique domains and (or) associated functional components. In this review, we describe the current status of knowledge regarding the known mitochondrial AAA+ proteins and their role in this organelle.
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 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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".