Cathodoluminescence of Sr<sub>2</sub>B<sub>5</sub>O<sub>9</sub>Cl thin films doped with Tm<sup>3+</sup>, Tb<sup>3+</sup>and Mn<sup>2+</sup>
Bibliographic record
Abstract
Thin-film phosphors of Sr 2 B 5 O 9 Cl doped separately with Tm 3+ , Tb 3+ and Mn 2+ were deposited by spray pyrolysis of aqueous solutions. Because these phosphor films were activated at 600 °C, they are suitable for use on glass substrates. The films containing Tm 3+ , Tb 3+ and Mn 2+ exhibited blue, green and yellow cathodoluminescence (CL), respectively. The chromaticity coordinates, dominant wavelength and purity were determined for each phosphor. Films deposited on aluminosilicate ceramic plates exhibited enhanced CL intensity compared to those on glass plates. The CL luminance and efficiency of each phosphor depended on the electron beam voltage and current density. Saturation effects were observed as the current density increased.
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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) | 0.002 | 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".