Multicomponent (Lu, Y, Gd)<SUB>3</SUB>(Ga, Al)<SUB>5</SUB>O<SUB>12</SUB> Garnets—A New Kind of High Light Yield Scintillating Material
Bibliographic record
Abstract
Short overview of scintillating properties of multicomponent (Lu,Y,Gd)3(Ga,Al)5O12 garnets and a comparison with properties of Ce3+- and Pr3+- doped single or mixed rare earth aluminum garnets RE3+Al3+O12 where RE are Y, Lu or their mixture in asked ratio, will be presented. The highest light yield up to 27000 ph/MeV was observed on LuAG:Ce while that observed on LuAG:Pr can reach similar to 20000 ph/MeV at 10 microsec long shaping time. These values are almost only one half of those of well prepared multicomponent Gd3Ga3Al2O12:Ce crystal with light yield similar to 50000 ph/MeV.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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; both teacher heads agree on what is shown here.
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".