A Syringe‐Based DNAzyme Sensor for Bacterial Detection
Bibliographic record
Abstract
Abstract We present a simple approach for bacterial detection that uses a bead‐bound RNA‐cleaving DNAzyme (RcD) and a syringe. The RcD used in this study, F‐EC1, is fluorescently labelled and can be specifically activated by a protein target released specifically by E. coli . Upon immobilization on agarose beads, the kinetic behaviour of F‐EC1 remains similar to that in solution. The F‐EC1‐agarose system was able to detect as few as 1,000 CFUs of E. coli and retained high recognition specificity. A syringe‐based biosensor was subsequently designed, where F‐EC1‐bearing agarose beads were loaded onto a filter‐containing column. Upon incubation with an E. coli containing reaction mixture, the cleavage fragment released from the beads was filtered onto a nitrocellulose paper to be detected. The sensor was used to achieve the detection of E. coli in water, milk, and apple juice. This method is cost‐effective, simple to use, and can be adapted to other ligand‐responsive RNA‐cleaving DNAzymes.
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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 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| 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".