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
Once a speciation process has initiated, other factors may replace (G+C)% as a barrier to reproduction (preventing intergenomic recombination between species). This leaves (G+C)% free to assume other roles, such as preventing intragenomic (e.g. intergenic) recombination within a species. Many organisms have “macroisochores,” defined as long segments of relatively uniform (G+C)% that are coinherited with specific sequences of bases. Isochores may facilitate gene duplication. Indeed, each gene has a “homostabilizing propensity” to maintain itself as a “microisochore” of relatively uniform (G+C)%. The protection, afforded by differences in (G+C)%, against inadvertent recombination, facilitates the duplication both of genes and of genomes (speciation). George Williams’ definition of a gene as a unit of recombination, rather than of function, is now seen to have a chemical basis. For organisms living in extreme environments (e.g. thermophiles), natural selection seems to influence values for (G+C)% less than for (A+G)%.
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