Bibliographic record
Abstract
The latest results concerning the quantum confinement and other size effects in the nanoferroics are reviewed. The main attention was devoted to the spectral, dielectric and nonlinear optics properties of the nanocomposites based on the single crystals (NH2(C2H5)2)2CuCl4 (furthermore DEACC) and (N(C2H5)4)2CoCl2Br2 (TEACCB). The peculiarities of the magnetic and dielectric properties were discussed on the example of the low dimensional ferroic (C2H5NH3)2CuCl4 (EACC). The physical nature of the principally new effects and properties of the nanostructured ferroics is considered. It has been shown that due to the embedding into a polymer matrix in the NC state the ferroic becomes very attractive from the technological point of view. The hygroscopic, brittle and thermally unstable crystals grown from aqueous solution are transformed in such a way that they would be used as principally new nonlinear optics elements, piezotransducers, sensitive materials for sensors, etc.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".