3PS047 Fabrication of Superparamagnetic Janus Particles Having Various Sizes and Its Application for Non-Destructive Cell Sorting(The 50th Annual Meeting of the Biophysical Society of Japan)
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
TheBiophysicalSociety of Japan General IncorporatedAssociation Hurnan indueed pluripotent stem cells (hiPSCs), which can be cultured in monolayers under a feederand serum-free eondition, provide a good model for studying cell differentiation by imaging.However, cell differentiation on a conventional culture dish faces prob]ems such as spatio-ternporal unevenness of medium components caused by autocrine and paracrine factors and by interminent medium change,To address such problems, we have developed a perfUsion culture micTochamber array chipthat enab]es tbe control of culture conditions.Most previous]y reported microchips have been made of po]ydimethylsiloxane (PDMS).However, only limited cell types are eu]tivable on PDMS without extracellular matrix (ECM) coating.Here, we show that ECM coating (fibrenectin, laminin, collagen, and gelatin} is detemiined by the adhesion, growth, and differentiation ofhiPSCs on the PDMS surface under a feederand serum-free condition.The numbeT of adhercd eells and
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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