Functional Nanomaterials For Electric Power Industry
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 last decade of research has demonstrated that it is possible to tailor dielectrics, thus opening the possibility to implement functionality from a nanoscale modification or nanostructuration. The brochure consolidates knowledge and illustrates the empirical basis for designing dielectric properties. Nanotechnology offers benefits for different electrotechnical applications, e.g. cables, transformer and substation equipment, and rotating machines. Advanced nanocarbons in semiconductive shields are discussed and multifunctional nanodielectrics for HVDC cable application are considered in the context of space-charge control. Nanocomposite insulation benefits for cast resin transformers are introduced. Moreover, current progress in nanodielectrics for fluid applications is discussed and the use of functional nanomaterials in outdoor insulation is mentioned. Further, some results from the European project ANASTASIA are presented and strategies for using nanodielectrics in high-voltage rotating machines are mentioned.
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) | 0.001 | 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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