The Ultra-Low Friction of Layer Structures
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The article investigates the process of obtaining the properties of thin films of layered materials, applied vacuum ion-plasma deposition methods. A study of the tribological properties was performed electron diffraction and electron microscopy studies of the structure. It was found a positive effect of the deposition of wear-resistant sublayer and alloying of the antifriction layer, which led to a considerable increase endurance and appearance of ultra-low (super-low) friction. The generalized model of crystal growth mechanism and ultra-low friction, which is based on the possibility of mass transfer non-dissipative (energy) in the absence of resistance forces during the move. Also found that the ultra-low (super-low) friction, superconductivity and superfluidity are related phenomena defined by the phase transition of the energy distribution of particles through a critical value (energy potential barrier). Energetically favorable arrangement of the particles in the crystal lattice of the lattice for the realization of the non-dissipative movement with the disappearance of forces of resistance are the Van der Waals areas, which is followed by predicting the implementation of the investigated phenomena.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 it