Chemical effects on K shell absorption jump factors and jump ratios of 3d transition metal compounds
Bibliographic record
Abstract
The chemical effects on the K-shell absorption jump factors and jump ratios for 3d elements were investigated. We used the fluorescence parameters, such as σ t( E ) the total atomic cross section, σ ts( E ) the total atomic scattering cross sections, Kα production cross sections, Kβ/Kα X-rays intensity ratios, and ω K the K shell fluorescence yields. The theoretical total attenuation and scattering cross sections were computed from the XCOM data program. Kα X-ray production cross sections were calculated using the experimental values for 3d elements and compounds. We used the experimental Kβ/Kα intensity ratios and K shell fluorescence yields ω K . K-shell absorption jump factors and jump ratios are changed by chemical effect for different 3d compounds. The obtained values were compared with the theoretical and experimental ones for the pure elements.
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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".