Deposited BSA/IgG Conjugated Up-Conversion Nanoparticles by the Matrix-Assisted Pulsed Laser Evaporation (MAPLE)
Bibliographic record
Abstract
In this paper, the up-conversion nanoparticles were synthesized through chemical method and conjugated with bovine serum albumin (BSA)/ Immunoglobulin G (IgG) through different method. The up-conversion nanoparticles, BSA conjugated upconversion nanoparticles and IgG conjugated up-conversion nanoparticles were deposited by matrix-assisted pulsed laser evaporation (MAPLE) technique. The conjugation/deposition result has been investigated by Transmission electron microscopy (TEM) and Fourier transform infrared spectroscopy (FT-IR). The result of this study demonstrates that MAPLE is a suitable process for depositing organic/biological nanoparticles and the up-conversion nanoparticles could be deposited through MAPLE technique.
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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 | 0.002 |
| 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".