Electron impact excitation of the (...6s6p<sup>3</sup>P<sub><i>J</i></sub>) levels in ytterbium
Bibliographic record
Abstract
Differential cross sections (DCS) and electron impact coherence parameters (EICP) have been measured and calculated for the ( . . .6s6p 3 P J ) levels in ytterbium.DCS for the (. . .6s6p 3 P 1 ) and (. . .6s6p 3 P 2 ) levels were determined at collision energies of 10, 20 and 40 eV.EICP for the (. . .6s6p 3 P 1 ) intermediate-coupled level were determined at collision energies of 20 and 40 eV.Calculations were made in the unitarized distorted-wave approximation.Measurements were made in a crossed-beam apparatus with EICP measured using the technique of superelastic scattering from atoms laser-excited into the 3 P 1 level.
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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; 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".