Analysis on the Influence of Different Filth Grades on the Hydrophopathy of Composite Insulators
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
Composite insulator is an important insulation equipment of overhead transmission lines. Different pollution levels will cause different degrees of influence on the hydrophopathy of composite insulator. The decrease of hydrophobicity level and the increase of pollution level will reduce the pollution flashover voltage of composite insulator and affect the reliable operation of composite insulator. In order to accurately study the influence of different pollution grades on the hydrophobicity of composite insulators, the hydrophobicity test, equivalent salt density test and non souble deposit density test were conducted on the composite insulators of voltage grade of 5-18 years, 35kV and above in Ningxia power grid. The results show that under the same operating years, composite insulators with higher pollution levels have lower hydrophobicity and are more prone to flashover. The evaluation results can provide important reference value for the subsequent operation and maintenance of composite insulators.
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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 | 0.001 | 0.002 |
| 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