A novel pH sensor using differential ISFET current mode read-out circuit
Bibliographic record
Abstract
This paper presents a novel differential current mode read-out circuit for the Ion Sensitive Field Effect Transistor (ISFET), as a pH sensor. It uses six Operational Floating Current Conveyors (OFCC), and provides linear sensitivity to pH over a wide range (pH values 2-12). Moreover, it provides an output current that is linearly related to the differential voltage between the ISFET and the Reference Field Effect Transistor (REFET) sensors. The proposed read-out circuit uses only one type of active element (i.e. an OFCC) that makes this circuit easier to be both integrated and fabricated using a conventional CMOS process. Our experimental and simulation results demonstrate that the read-out circuit works reliably and can be a suitable sensor read-out circuit for lab on chip biomedical applications. The read-out circuit connected with the system composed of the ISFET and REFET sensors also reduces the impact of the parameter fluctuations and environment conditions on the performance of the ISFET sensor.
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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) | 0.001 | 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".