3P215 Complex Chemical Physics XXXVIII : The lamellar - vesicle transition of Multilamellar Vesicle in sine oscillatory shear flow(Cell biology,The 48th Annual Meeting of the Biophysical Society of Japan)
Why this work is in the frame
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Bibliographic record
Abstract
Lhilsh-ataP (IDevpartmEnt ofPh)stcs th"ill} oj S"tnct and Et/smeerlng "inseda Umv[ rTity ive"eda Broh"en" RFsEarLt ln srmLtetnSmgapomsfwnBIOSD Themitoticgpindleperformsdccurdtesegregationofehrelnosomegdumngcell division and is mamly composed of microtubutes In general the polymenza tion of the microtubules proceeds a{ the plug end "hile the depolymerization pToceeds at the minug end These phenomena oecuT randomlv ensunng the dynamic mstability whieh is the most famous and mteresting tedtuie ol the microtubutes Owing to these dynamic properties ot inicrotubules elnd nu mLrous motoT/non motor proteing located withm
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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 | 0.001 |
| 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