Synthesis and Characterization of Novel MXeneCeria Heterostructure by Integration of Ti3C2Tx Quantum Dots into Fluorescent Nano-octahedral CeO2
Bibliographic record
Abstract
Herein, we report the synthesis of a new stable zero/one-dimensional composite heterostructure “MXeneCeria” by integrating titanium carbide MXene (Ti3C2Tx) nanosheets-derived quantum dots with nano-octahedral particles of ceria (CeO2). This unique assimilation resulted in the formation of an auto-fluorescent aqueous colloidal material, which is detectable in fluorescent colors across various wavelengths, ranging from blue to green and red. The unique physicochemical properties of MXeneCeria make it a very promising nanocomposite and it may open a gateway to its potential applications in the biomedical field including tracking, immunoengineering, cell therapy, and targeted drug delivery.
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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 | 0.001 | 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 | 0.001 |
| 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".