Localized Electroporation: A Method for Targeting Expression of Genes in Avian Embryos
Why this work is in the frame
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Bibliographic record
Abstract
Avian embryos are a popular model for cell and developmental biologists. However, analysis of gene function in living embryos has been hampered by difficulties in targeting the expression of exogenous genes. We have developed a method for localized electroporation that overcomes some of the limitations of current techniques. We use a double-barreled suction electrode, backfilled with a solution containing a plasmid-encoding green fluorescent protein (GFP) and a neurophysiological stimulator to electroporate small populations of cells in living embryos. As many as 600 cells express GFP 24-48 h after electroporation. The number of cells that express GFP depends on the number of trains, the pulse frequency and the voltage. Surface epithelial cells and cells deep to the point of electroporation express GFP. No deformities result from electroporations, and neurons, neural crest, head mesenchyme, lens and otic placode cells have been transfected. This method overcomes some of the disadvantages of viral techniques, lipofection and in vivo electroporation. The method will be useful to biologists interested in tracing cell lineage or making genetic mosaic avian embryos.
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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 | 0.001 | 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