On the Gadus taxonomy: Ontogenetic evidence
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
Taxonomic comparisons of the early life history stages of Gadus species were conducted from new and published data on morphological descriptions of eggs and yolk-sac larvae. Findings suggest that G. ogac and G. macrocephalus , two genetically similar species, can be distinguished by differences in their larval pigment patterns, i.e., the position of postanal pigment bars. Differences in the egg chorion were also apparent between Gadus ogac and G. morhua marisalbi . The chorion of G. ogac is adhesive with weak striations, whereas, in G. morhua marisalbi , the chorion is nonadhesive and smooth. Collectively, these data provide supporting evidence towards the assertion that G. ogac, G. macrocephalus , and G. morhua marisalbi are all distinct taxa and can be distinguished at the first stages of life.
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 | 0.001 | 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) | 0.004 | 0.001 |
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