Erk2 Signaling and Early Embryo Stem Cell Self-Renewal
Bibliographic record
Abstract
Differentiation of the mammalian blastocyst generates two distinct cell lineages: the trophectoderm, which contributes to the trophoblast layers of the placenta, and the inner cell mass, which forms the embryo. We and others recently demonstrated that the MAP kinase ERK2 is essential for trophoblast development. Erk2 mutant embryos fail to form extra-embryonic ectoderm and the ectoplacental cone, suggesting a role for ERK2 activation in the proliferation of trophoblast stem (TS) cells. Previous studies have documented that ERK1/2 activity is dispensable for proliferation of embryonic stem (ES) cells and rather interferes with self-renewal. Thus, signaling by the ERK1/2 MAP kinase pathway appears to be critical for the regulation of self-renewal and propagation of early embryo stem cell populations.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".