Probabilistic Safety Risk Assessment near Transmission Line Structures under Fault Conditions
Why this work is in the frame
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Bibliographic record
Abstract
The grounding system is an essential part of the transmission line system. In the last decade, more transmission lines have been constructed near urban areas that share the land with other public infrastructures, such as commercial lots, parks, playgrounds, walking trails, etc. This co-location raises safety concerns due to touch and step voltage hazards near transmission line structures under power line faulty conditions. In many countries, there is no national standard to tackle this concern and provide clear regulations. To overcome this issue, a probabilistic risk assessment method is utilized in this paper, which serves as a great tool to quantify this risk and make it possible to compare it with other common risks to develop acceptable criteria. A methodology is developed to determine the probability of risk, and each parameter used in the calculation is refined based on historical operational records and monitoring data.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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