Effects of Dynabead type, surface chemistry, and incubation on agglomerate behavior in dual-phase microfluidic systems
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
metric, and the standard deviation of normalized images. The results show that M270 and T1 beads exhibit rapid agglomerate growth at 125 seconds of incubation followed by redistribution toward the rear stagnation zone, whereas C1 beads display a slower, more gradual increase in signal without front-to-rear reversal. Two-way ANOVA and Tukey HSD tests demonstrated significant effects of both bead type and incubation time, as well as a strong interaction, confirming bead-specific kinetics and spatial redistribution driven by internal vortex circulation. These findings provide direct experimental evidence of vortex-induced particle transport in liquid-liquid droplets and provide insight into how Dynabead selection affects agglomeration kinetics, which is crucial for optimizing microfluidic assays and diagnostic applications.
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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 | 0.001 |
| 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