A Portable Electrochemical Impedance Spectroscopy Lab-on-chip System for Biosensing Applications
Bibliographic record
Abstract
This paper presents a portable biosensing system consisting of a bioimpedance measurement circuit and an IDE chip. This system can be modified to detect various biomolecules, including DNA, antigen/antibody, proteins, metabolites, etc. The bioimpedance measurement circuit has a fast measurement speed (obtaining single frequency impedance result within 1.1 miliseconds), and its error levels are within 0.5% and 0.1% in terms of accuracy and precision, respectively. The proposed system can function similarly to the commercialized electrochemical workstation (Biologic SP-200). Meanwhile, the proposed system is 36 times faster in terms of measurement from 10 Hz to 1 MHz (72 seconds vs 3 seconds). Furthermore, the system has the potential to be a point-of-care diagnostic tool because of its low-cost and portability.
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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".