Bibliographic record
Abstract
ATP generated by oxidative phosphorylation is necessary for the normal function of most cells in the body. Partial deficiencies in this system are an important cause of a large and diverse group of multisystem disorders. As both the nuclear and mitochondrial genomes encode structural components of the enzyme complexes of the oxidative phosphorylation system, the disorders can be transmitted either in a Mendelian fashion or maternally, or can occur as sporadic cases. Over the last 12 years more than 100 mutations have been uncovered in mtDNA, mostly associated with disease in the adult population. Recently, much attention has turned to the investigation of the nuclear oxidative phosphorylation gene defects. The majority of these are inherited as autosomal recessive traits, producing severe, and usually fatal disease in infants. Adult-onset Mendelian oxidative phosphorylation diseases, which can be inherited as autosomal recessive or dominant traits, have a milder phenotype, and most are associated with multiple mtDNA deletions. Approximately 20 different nuclear gene defects have now been identified in genes coding for structural components of the complexes, assembly/maintenance factors and factors necessary for the maintenance of mtDNA integrity. Some clear genotype-phenotype associations have emerged, and there is an unexpected link between some structural gene mutations and rare cancers, implicating mitochondria as oxygen sensors in the hypoxia response.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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".