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
Anatomical or physiological variations that are inherited are due to inherited changes (mutations) in base sequences of DNA. Mutations that change genes can affect the conventional phenotype resulting in linear within-species evolution, often under the influence of natural selection (species survival). These changes associate with amino-acid-changing (non-synonymous) mutations in the first or second bases of triplet codons. DNA mutations can also result in changes in the genome phenotype. These changes associate with synonymous (non-amino-acid-changing) mutations, usually in the third bases of codons. Each gene in a genome has distinctive rates of acceptance of amino-acid-changing and synonymous mutations, which are positively correlated. A gene with few amino-acid-changing mutations also has few synonymous mutations. A gene with many amino-acid-changing mutations also has many synonymous mutations. Two genes may be closely located but differ greatly in their mutation acceptance rates. Thus, each gene is an independent mutational entity. Synonymous mutations, and correlated mutations in regions that do not encode amino acids, may be important for changing the ‘pattern’ of a genome, so sparking the onset of branching evolution (species arrival). By eliminating redundant information, oligonucleotide frequency patterns should provide rapid and more sensitive indices of species differences than direct sequence comparisons.
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 | 0.000 | 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 | 0.000 |
| 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