All CMOS low power platform for dielectrophoresis bio-analysis
Bibliographic record
Abstract
In this paper, we present a new architecture for dielectrophoresis (DEP) analysis with programmable planar arrays of micro-electrodes called Lexel/spl trade/. This software configurable architecture is able to implement a variety of AC electrokinetic techniques. The architecture is developed as a flexible IP (intellectual property) block and in conjunction with integrated microfluidic devices and other third-party IP blocks, form the analysis function in a low power system-on-chip bio-analysis platform. This design is basically a two dimensional randomly addressable electrode array with the feature of being able to be driven by one of four sinusoidal analog signals. To reduce the electrode size, we introduce the "super-electrode", which requires less periphery circuitry. The Lexel/spl trade/ array and supporting circuitry are designed on a single chip using a standard 0.18/spl mu/m CMOS process.
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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".