Derivation of Epidermal Colony-Forming Progenitors From Embryonic Stem Cell Cultures
Bibliographic record
Abstract
In our two-step culturing system, epidermal progenitor cells derived from differentiating embryonic stem cells in vitro are plated on either a basement membrane matrix or in coculture. On plating on basement membrane, differentiation along the epidermal lineage is evident and reproducible, with several markers of epidermal differentiation observed in a pattern reminiscent of their in vivo expression. However, when epidermal progenitor cells are plated in a co-culture environment with mature epidermal cells at low density, colony formation, and differentiation along the epidermal pathway is enhanced with a high frequency of K14-positive cells. Thus, the in vitro co-culture model system described here is useful in dissecting the process of commitment and differentiation of epithelial progenitors that occurs during epidermogenesis as well as for the investigation of the molecular mechanisms underlying these processes.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".