Study of the solid-state effect on <i>L</i><sub>3</sub> subshell fluorescence yield for high Z targets using Indus-2 synchrotron radiation
Bibliographic record
Abstract
L 3 subshell fluorescence yields (ω 3 ) have been determined experimentally for the compounds of Hg, Pb, and Bi and Pb element using Indus-2 synchrotron radiation available at RRCAT, India. Compounds with the same chemical bonding and oxidation state but different crystal structure have been selected in the present investigation to understand the effect of solid-state environment on ω 3 . The characteristic L X-ray spectra of the element and compounds were generated by synchrotron radiation and then recorded with a Vortex-90EX silicon drift detector. By measuring intensities of the characteristic L α X-ray photons, the ω 3 have been determined and compared with theoretical values and other available experimental values. Comparison between the experimental and the theoretical values indicates that the solid-state environment plays a significant role on the ω 3 for the selected compounds.
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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 | 0.000 |
| 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 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".