Mechanical property characterization of the zebrafish embryo chorion
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
A microrobotic force sensing system is used to characterize the mechanical properties of the chorion of zebrafish embryos and quantitate the mechanical property differences of the chorion at different developmental stages. Quantitative relationships between applied forces and chorion structural deformations are established for various developmental stages. The measured penetration forces for puncturing chorion at the blastula stage are 1.3 times as large as those at the pre-hatching stage. Through the use of an analytical biomembrane elastic model, chorion elastic modulus values are determined. The modulus at the blastula stage is 1.66 times as large as that at the pre-hatching stage. The experimental results quantitatively describe "chorion softening," which is mostly due to the proteolytic activity at the pre-hatching stage. This study also reveals the effect of pronase treatment on zebrafish chorion, which produces an "artificial chorion softening" effect. This draws an analogy between pronase treatment and proteolytic activities at the pre-hatching stage.
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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 | 0.000 | 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