Multispectral labeling of embryonic cells with lipophilic carbocyanine dyes
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
Incubation of hatched Strongylocentrotus purpuratus sea urchin embryos or larvae with suspensions of the carbocyanine dyes DiI, DiO, and DiD resulted in the random labeling of membranes of some ectodermal epithelial cells and blastocoelar cells, producing a range of differentially colored cells that can be tracked during development. Simultaneous application of soluble Vybrant® preparations of the three dyes resulted in similar labeling of each cell. Dye labeling of the ectoderm was nearly eliminated by deciliation and some ciliated squamous epithelial cells adjacent to labelled cells were refractory to Vybrant® dye uptake irrespective of concentration or duration of treatment, together suggesting local variation in the properties of cell membranes or cilia. Furthermore, single cells possessing distinctive morphological features were detected.
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