The Murine Limb Bud in Culture as an In Vitro Teratogenicity Test System
Bibliographic record
Abstract
There is widespread interest today in the use of in vitro methods to study normal and abnormal development. The limb is attractive in this context, since much is known about pattern formation during limb development. The murine limb bud culture technique described in this chapter was developed and refined in the 1970s. In this culture system, limb development mimics that in vivo, although the rate is slower. Growth and cartilage differentiation lead to the formation of proximal and distal structures with an "in vivo-like" 3D shape. Today, limb bud cultures are used to study the roles of genes during embryogenesis and the mechanisms by which chemicals interfere with critical signaling pathways. In this system, uniform developmental stages are selected for assessment, exposures are controlled precisely, and the confounding influences of maternal metabolism and transport are avoided.
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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 | 0.003 | 0.001 |
| 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 | 0.001 |
| 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".