Bioaffinity limitations for anisotropically etched silicon microfluidics
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
Immobilisation of biological specimens is an essential process in biomicrofluidics for micro total analysis systems (μTASs) applications, to carry out high throughput bioassays. Closed microfluidic channels restrict immobilisation feasibilities to only direct conjugation of the biomolecules with the channel surface through appropriate flow control-based incubation techniques. In this work, the limitations of bioaffinity on anisotropically etched silicon microfluidic channels have been studied. The flow behaviour within the microchannels has been analysed by solving the Navier-Stokes equation using finite element method (FEM). The results have been used to predict the immobilisation and rinsing behaviour within anisotropically etched trapezoidal and triangular microfluidic channels.
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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 | 0.001 | 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