A simple and quick fabrication method of microfluidic cell sorter using Dielectrophoresis
Bibliographic record
Abstract
We present a simple, fast and cheap fabrication method of a microfluidic device by combining many easy techniques, such as laser ablating microchannels on polyimide, creating chip by sandwiching geometry customized channel in between Indium Tin Oxide (ITO) coated glass that is served as electrodes. This chip is used in the phenomenon of Dielectrophoresis for cell sorting. In the fabrication methodology, two layers of polyimide sheets with different channel shapes are stacked in between two pieces ITO coated glass. Inlet and outlet holes are drilled through the glass and connected to the tubes with cubic prefabricated polydimethylsiloxane (PDMS) punctured by needles. The performance of the chip is demonstrated by simulating the particle movement under the influence of negative DEP (n-DEP). The results indicate that this device can be used to sort particles responding to n-DEP effects.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".