An Electrochemically Controlled Microcantilever Biosensor
Bibliographic record
Abstract
An oligonucleotide-based electrochemically controlled gold-coated microcantilever biosensor that can transduce specific biomolecular interactions is reported. The derivatized microcantilever exhibits characteristic surface stress time course patterns in response to an externally applied periodic square wave potential. Experiments demonstrate that control of the surface charge density with an electrode potential is essential to producing a sensor that exhibits large, reproducible surface stress changes. The time course of surface stress changes are proposed to be linked to an electrochemically mediated competition between the adsorption of solution-based ions and the single- or double-stranded oligonucleotides tethered to the gold surface. A similar potential-actuated change in surface stress also results from the interaction between an oligonucleotide aptamer and its cognate ligand, demonstrating the broad applicability of this methodology.
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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".