Growth and characterization of low P dopant concentrations YP_xV_(1-x)O_4 single crystal
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Tetragonal zircon-type YP_xV_(1-x)O_4 (x≤0.15) single crystal has been pulled using the Czochraski method from YVO_4-YPO_4 solid-phase system. The analytic result for the concentration of P element indicates that YP_xV_(1-x)O_4 single crystal can be grown with stoichiometric compositions. The crystal lattice parameters, refractive index and the optical damage threshold were tested. The transparency of crystal is close to 80% in wavelength 400-3?000?nm and absorption peak is not exist. In addition, the fluorescence emission of crystal is low. The test results illustrate that YP_xV_(1-x)O_4 (x≤0.15) single crystal can be used as laser host crystal of rare earth ions.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it