Ratiometric fluorescent sensing of the parallel G-quadruplex produced by PS2.M: implications for K<sup>+</sup>detection
Bibliographic record
Abstract
Fluorescent ligands that selectively bind to a specific G-quadruplex (GQ) topology (antiparallel, hybrid or parallel) are highly sought after for aptasensor development and nanodevice construction. The coumarin-benzothiazole hybrid (BnBtC) is an internal charge transfer (ICT) ratiometric fluorescent probe, which displays two well-resolved emission bands at ∼450 nm for the coumarin component and ∼650 nm for the ICT band. The red ICT emission of BnBtC displays turn-on responses to protic solvent polarity and upon binding GQ structures, especially those produced by the hemin binding aptamer (PS2.M). In the present work, BnBtC was found to exhibit enhanced ICT emission upon binding the parallel GQ topology of PS2.M that is selectively produced in the presence of K+. This ability to discriminate K+ from other cationic metal ions through a turn-on ratiometric fluorescent response demonstrates the potential utility of the BnBtC probe for biosensor applications.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".