Effects of dislocation on electron work function of metal surface
Why this work is in the frame
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Bibliographic record
Abstract
The great sensitivity of the electron work function (EWF) to surface condition has attracted increasing interest from surface scientists and tribologists. However, the effect of deformation on the EWF is unclear; this results in difficulty in applying the EWF in order to properly characterise tribological behaviour of materials. In this study, a simple electrostatic action model is proposed to investigate the effect of a dislocation on the EWF of a one-dimensional lattice. Using the model, one may illustrate how a dislocation influences the EWF. It has been demonstrated that the dislocation decreases the EWF and that both tensile and compressive plastic deformations can decrease the EWF. However, the situation is different if the deformation is in the elastic range.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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