Significant Suppression of Spontaneous Emission in SiO<sub>2</sub> Photonic Crystals Made with Tb<sup>3+</sup>-Doped LaF<sub>3</sub> Nanoparticles
Bibliographic record
Abstract
SiO 2 inverse opals made with LaF 3:Tb 3+ nanoparticles were fabricated. The spontaneous emission lifetime of the 5 D 4 → 7 F 4 transition of Tb 3+ ions at 542 nm embedded in the SiO 2 inverse opal structure was determined. In contrast to an average lifetime of 2.8 ms in photonic crystals when the photoluminescence of the Tb 3+ envelop was located outside the photonic stop band, a lifetime of 4.0 ms was observed when the Tb 3+ photoluminescence fully overlaps with the photonic stop band in the inverse opal. The obtained results demonstrate that the photonic structure affects the spontaneous emission significantly, resulting in a 40% increase of the luminescence lifetime of Tb 3+ ions. In other words, the density of optical states is reduced at the emission frequency of Tb 3+ (i.e., 542 nm) which reduces the radiative rate constant.
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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 | 0.000 |
| 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 | 0.000 |
| 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".