Turn-Off Fluorescence Detector for Cu2+ Ions; GdVO4:Eu Nanoparticles
Bibliographic record
Abstract
Europium-doped gadolinium orthovanadate (GdVO4:Eu) nanoparticles (NPs), which provide narrow and photobleaching resistant emissions, are currently successfully prepared and are attracting considerable attention for biomedical applications, such as multifunctional bio-probes capable of fluorescent probing as well as magnetic resonance imaging (MRI).[1] However, while extensive investigations for fluorescence imaging, magnetic relaxivity, and cytotoxicity revealed the excellent biocompatibility of GdVO4:Eu NPs, [2] not much attention has been paid to elucidate the effect of transition metal ions that exist in the human body on the fluorescence probe function of GdVO4:Eu NPs. For most biomedical applications of NPs, understanding the possible effects induced by adsorption of biologically important metal ions is an interesting issue because the adsorbed metal ions can affect the function of NPs to limit their sensitivity, performance, stability, and resolution in applications.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 | 0.001 | 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".