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
Molecular embryology is a rapidly evolving field of great complexity. This overview is primarily for the newcomer to this field, in an attempt to demystify the processes by which a human single-celled zygote eventually forms an embryo. Although all embryonic cells share the same genetic information, they differentiate according to the basic plan dictated not only by multiple families of transcription factors to silence some genes and activate others but also through DNA methylation, histone acetylation, and heterochromatinization. Regional expression of various transcription factors causes embryos to establish primary embryonic axes. Once the basic body plan is established, the region-specific diversity becomes progressively finer, and each cell eventually develops a "molecular address" characterized by the expression of specific genes. The overview is divided into two main parts: embryonic cell growth and morphogenesis. At the present time, more is known about the details of molecular regulation of the embryonic growth than about morphogenesis.
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) | 0.001 | 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) | 0.000 | 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